Initial commit: Salary Benchmark Tool

FastAPI + React + PostgreSQL salary benchmarking tool with AI research pipeline. - Seed data for 25+ New York roles (junior/mid/senior levels) - Single + bulk lookup with location alias mapping (NYC -> New York, etc.) - Research pipeline: Serper -> Firecrawl -> Cohere Rerank -> Claude analysis - Editable validation UI for AI-proposed benchmarks - CSV export, Montserrat font, black/white/#FFC407 design - Fully Dockerized (app + db + frontend) Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-04-02 22:47:32 -04:00 · 2026-04-02 22:47:32 -04:00 · da3f5faa91
commit da3f5faa91
58 changed files with 5342 additions and 0 deletions
--- a/.env.example
+++ b/.env.example
@ -0,0 +1,10 @@
+DB_USER=salary_user
+DB_PASSWORD=salary_pass
+DB_HOST=db
+DB_PORT=5432
+DB_NAME=salary_benchmark
+
+SERPER_API_KEY=your_serper_key_here
+FIRECRAWL_API_KEY=your_firecrawl_key_here
+COHERE_API_KEY=your_cohere_key_here
+ANTHROPIC_API_KEY=your_anthropic_key_here
--- a/.gitignore
+++ b/.gitignore
@ -0,0 +1,8 @@
+.env
+__pycache__/
+*.pyc
+.venv/
+pgdata/
+node_modules/
+frontend/dist/
+.DS_Store
--- a/7
+++ b/7
@ -0,0 +1,7 @@
+FROM python:3.12-slim
+WORKDIR /code
+ENV PYTHONPATH=/code
+COPY requirements.txt .
+RUN pip install --no-cache-dir -r requirements.txt
+COPY . .
+CMD ["uvicorn", "app.main:app", "--host", "0.0.0.0", "--port", "8000", "--reload"]
--- a/alembic.ini
+++ b/alembic.ini
@ -0,0 +1,36 @@
+[alembic]
+script_location = alembic
+sqlalchemy.url = postgresql+asyncpg://salary_user:salary_pass@db:5432/salary_benchmark
+
+[loggers]
+keys = root,sqlalchemy,alembic
+
+[handlers]
+keys = console
+
+[formatters]
+keys = generic
+
+[logger_root]
+level = WARN
+handlers = console
+
+[logger_sqlalchemy]
+level = WARN
+handlers =
+qualname = sqlalchemy.engine
+
+[logger_alembic]
+level = INFO
+handlers =
+qualname = alembic
+
+[handler_console]
+class = StreamHandler
+args = (sys.stderr,)
+level = NOTSET
+formatter = generic
+
+[formatter_generic]
+format = %(levelname)-5.5s [%(name)s] %(message)s
+datefmt = %H:%M:%S
--- a/alembic/env.py
+++ b/alembic/env.py
@ -0,0 +1,40 @@
+import asyncio
+from logging.config import fileConfig
+
+from alembic import context
+from sqlalchemy.ext.asyncio import create_async_engine
+
+from app.config import settings
+from app.models import Base
+
+config = context.config
+if config.config_file_name is not None:
+    fileConfig(config.config_file_name)
+
+target_metadata = Base.metadata
+
+
+def run_migrations_offline():
+    url = settings.database_url
+    context.configure(url=url, target_metadata=target_metadata, literal_binds=True)
+    with context.begin_transaction():
+        context.run_migrations()
+
+
+def do_run_migrations(connection):
+    context.configure(connection=connection, target_metadata=target_metadata)
+    with context.begin_transaction():
+        context.run_migrations()
+
+
+async def run_migrations_online():
+    connectable = create_async_engine(settings.database_url)
+    async with connectable.connect() as connection:
+        await connection.run_sync(do_run_migrations)
+    await connectable.dispose()
+
+
+if context.is_offline_mode():
+    run_migrations_offline()
+else:
+    asyncio.run(run_migrations_online())
--- a/alembic/script.py.mako
+++ b/alembic/script.py.mako
@ -0,0 +1,24 @@
+"""${message}
+
+Revision ID: ${up_revision}
+Revises: ${down_revision | comma,n}
+Create Date: ${create_date}
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+${imports if imports else ""}
+
+revision: str = ${repr(up_revision)}
+down_revision: Union[str, None] = ${repr(down_revision)}
+branch_labels: Union[str, Sequence[str], None] = ${repr(branch_labels)}
+depends_on: Union[str, Sequence[str], None] = ${repr(depends_on)}
+
+
+def upgrade() -> None:
+    ${upgrades if upgrades else "pass"}
+
+
+def downgrade() -> None:
+    ${downgrades if downgrades else "pass"}
--- a/alembic/versions/001_initial_schema.py
+++ b/alembic/versions/001_initial_schema.py
@ -0,0 +1,105 @@
+"""Initial schema
+
+Revision ID: 001
+Revises:
+Create Date: 2026-04-02
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+from sqlalchemy.dialects.postgresql import UUID, JSONB
+
+revision: str = "001"
+down_revision: Union[str, None] = None
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    op.create_table(
+        "locations",
+        sa.Column("id", sa.Integer(), primary_key=True),
+        sa.Column("city", sa.String(255), nullable=False),
+        sa.Column("country", sa.String(100), server_default="US"),
+        sa.Column("normalized_name", sa.String(255), unique=True, nullable=False),
+        sa.Column(
+            "created_at",
+            sa.DateTime(timezone=True),
+            server_default=sa.func.now(),
+        ),
+    )
+
+    op.create_table(
+        "roles",
+        sa.Column("id", sa.Integer(), primary_key=True),
+        sa.Column("title", sa.String(255), nullable=False),
+        sa.Column("normalized_title", sa.String(255), unique=True, nullable=False),
+        sa.Column(
+            "created_at",
+            sa.DateTime(timezone=True),
+            server_default=sa.func.now(),
+        ),
+    )
+
+    op.create_table(
+        "benchmarks",
+        sa.Column("id", sa.Integer(), primary_key=True),
+        sa.Column("role_id", sa.Integer(), sa.ForeignKey("roles.id"), nullable=False),
+        sa.Column(
+            "location_id",
+            sa.Integer(),
+            sa.ForeignKey("locations.id"),
+            nullable=False,
+        ),
+        sa.Column("level", sa.String(20), nullable=False),
+        sa.Column("salary_low", sa.Integer(), nullable=False),
+        sa.Column("salary_median", sa.Integer(), nullable=False),
+        sa.Column("salary_high", sa.Integer(), nullable=False),
+        sa.Column("source", sa.String(50), server_default="seed"),
+        sa.Column("confidence_score", sa.Float(), nullable=True),
+        sa.Column("validated", sa.Boolean(), server_default="false"),
+        sa.Column(
+            "created_at",
+            sa.DateTime(timezone=True),
+            server_default=sa.func.now(),
+        ),
+        sa.Column(
+            "updated_at",
+            sa.DateTime(timezone=True),
+            server_default=sa.func.now(),
+        ),
+        sa.UniqueConstraint("role_id", "location_id", "level", name="uq_benchmark"),
+    )
+
+    op.create_table(
+        "research_sessions",
+        sa.Column("id", UUID(as_uuid=True), primary_key=True),
+        sa.Column("role_id", sa.Integer(), sa.ForeignKey("roles.id"), nullable=False),
+        sa.Column(
+            "location_id",
+            sa.Integer(),
+            sa.ForeignKey("locations.id"),
+            nullable=False,
+        ),
+        sa.Column("status", sa.String(30), server_default="searching"),
+        sa.Column("serper_results", JSONB, nullable=True),
+        sa.Column("firecrawl_results", JSONB, nullable=True),
+        sa.Column("cohere_ranked", JSONB, nullable=True),
+        sa.Column("claude_analysis", JSONB, nullable=True),
+        sa.Column("proposed_benchmarks", JSONB, nullable=True),
+        sa.Column("error_message", sa.String(), nullable=True),
+        sa.Column(
+            "created_at",
+            sa.DateTime(timezone=True),
+            server_default=sa.func.now(),
+        ),
+        sa.Column("completed_at", sa.DateTime(timezone=True), nullable=True),
+    )
+
+
+def downgrade() -> None:
+    op.drop_table("research_sessions")
+    op.drop_table("benchmarks")
+    op.drop_table("roles")
+    op.drop_table("locations")
--- a/alembic/versions/002_seed_data.py
+++ b/alembic/versions/002_seed_data.py
@ -0,0 +1,90 @@
+"""Seed NY benchmark data
+
+Revision ID: 002
+Revises: 001
+Create Date: 2026-04-02
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+revision: str = "002"
+down_revision: Union[str, None] = "001"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+SEED_DATA = [
+    # (title, level, salary)  — all New York
+    ("Project Manager", "mid", 110000),
+    ("Project Manager", "senior", 140000),
+    ("Studio Manager", "mid", 145000),
+    ("Studio Manager", "senior", 160000),
+    ("Account Director", "senior", 165000),
+    ("Digital Designer", "junior", 80000),
+    ("Digital Designer", "mid", 100000),
+    ("Digital Designer", "senior", 120000),
+    ("Strategy Director", "senior", 220000),
+    ("Art Director", "junior", 95000),
+    ("Art Director", "mid", 120000),
+    ("Art Director", "senior", 140000),
+    ("Integrated Designer", "junior", 80000),
+    ("Integrated Designer", "senior", 130000),
+    ("Motion Designer", "junior", 90000),
+    ("Motion Designer", "mid", 115000),
+    ("Motion Designer", "senior", 140000),
+    ("Copywriter", "junior", 85000),
+    ("Copywriter", "mid", 120000),
+    ("Copywriter", "senior", 145000),
+    ("Social Media Manager", "junior", 85000),
+    ("Social Media Manager", "mid", 110000),
+    ("Social Media Manager", "senior", 130000),
+    ("Community Manager", "junior", 75000),
+    ("Community Manager", "mid", 95000),
+    ("Community Manager", "senior", 115000),
+]
+
+
+def upgrade() -> None:
+    # Insert location
+    op.execute(
+        "INSERT INTO locations (city, country, normalized_name) "
+        "VALUES ('New York', 'US', 'new york')"
+    )
+
+    # Collect unique titles
+    titles = sorted(set(title for title, _, _ in SEED_DATA))
+    for title in titles:
+        norm = title.strip().lower()
+        op.execute(
+            sa.text(
+                "INSERT INTO roles (title, normalized_title) VALUES (:t, :n)"
+            ).bindparams(t=title, n=norm)
+        )
+
+    # Insert benchmarks — use median as the single value, derive low/high as -10%/+10%
+    for title, level, salary in SEED_DATA:
+        salary_low = int(salary * 0.90)
+        salary_high = int(salary * 1.10)
+        op.execute(
+            sa.text(
+                "INSERT INTO benchmarks (role_id, location_id, level, salary_low, salary_median, salary_high, source, validated) "
+                "VALUES ("
+                "  (SELECT id FROM roles WHERE normalized_title = :norm_title),"
+                "  (SELECT id FROM locations WHERE normalized_name = 'new york'),"
+                "  :level, :low, :median, :high, 'seed', true"
+                ")"
+            ).bindparams(
+                norm_title=title.strip().lower(),
+                level=level,
+                low=salary_low,
+                median=salary,
+                high=salary_high,
+            )
+        )
+
+
+def downgrade() -> None:
+    op.execute("DELETE FROM benchmarks WHERE source = 'seed'")
+    op.execute("DELETE FROM roles")
+    op.execute("DELETE FROM locations WHERE normalized_name = 'new york'")
--- a/alembic/versions/003_single_salary_column.py
+++ b/alembic/versions/003_single_salary_column.py
@ -0,0 +1,36 @@
+"""Simplify to single salary column
+
+Revision ID: 003
+Revises: 002
+Create Date: 2026-04-02
+"""
+from typing import Sequence, Union
+
+from alembic import op
+import sqlalchemy as sa
+
+revision: str = "003"
+down_revision: Union[str, None] = "002"
+branch_labels: Union[str, Sequence[str], None] = None
+depends_on: Union[str, Sequence[str], None] = None
+
+
+def upgrade() -> None:
+    # Add new salary column, populate from salary_median, drop old columns
+    op.add_column("benchmarks", sa.Column("salary", sa.Integer(), nullable=True))
+    op.execute("UPDATE benchmarks SET salary = salary_median")
+    op.alter_column("benchmarks", "salary", nullable=False)
+    op.drop_column("benchmarks", "salary_low")
+    op.drop_column("benchmarks", "salary_median")
+    op.drop_column("benchmarks", "salary_high")
+
+
+def downgrade() -> None:
+    op.add_column("benchmarks", sa.Column("salary_high", sa.Integer(), nullable=True))
+    op.add_column("benchmarks", sa.Column("salary_median", sa.Integer(), nullable=True))
+    op.add_column("benchmarks", sa.Column("salary_low", sa.Integer(), nullable=True))
+    op.execute("UPDATE benchmarks SET salary_median = salary, salary_low = salary * 0.9, salary_high = salary * 1.1")
+    op.alter_column("benchmarks", "salary_low", nullable=False)
+    op.alter_column("benchmarks", "salary_median", nullable=False)
+    op.alter_column("benchmarks", "salary_high", nullable=False)
+    op.drop_column("benchmarks", "salary")
--- a/app/init.py
+++ b/app/init.py
--- a/app/config.py
+++ b/app/config.py
@ -0,0 +1,26 @@
+from pydantic_settings import BaseSettings
+
+
+class Settings(BaseSettings):
+    db_user: str = "salary_user"
+    db_password: str = "salary_pass"
+    db_host: str = "db"
+    db_port: int = 5432
+    db_name: str = "salary_benchmark"
+
+    serper_api_key: str = ""
+    firecrawl_api_key: str = ""
+    cohere_api_key: str = ""
+    anthropic_api_key: str = ""
+
+    @property
+    def database_url(self) -> str:
+        return (
+            f"postgresql+asyncpg://{self.db_user}:{self.db_password}"
+            f"@{self.db_host}:{self.db_port}/{self.db_name}"
+        )
+
+    model_config = {"env_file": ".env"}
+
+
+settings = Settings()
--- a/app/database.py
+++ b/app/database.py
@ -0,0 +1,11 @@
+from sqlalchemy.ext.asyncio import AsyncSession, async_sessionmaker, create_async_engine
+
+from app.config import settings
+
+engine = create_async_engine(settings.database_url, echo=False)
+async_session = async_sessionmaker(engine, class_=AsyncSession, expire_on_commit=False)
+
+
+async def get_db():
+    async with async_session() as session:
+        yield session
--- a/app/main.py
+++ b/app/main.py
@ -0,0 +1,23 @@
+from fastapi import FastAPI
+from fastapi.middleware.cors import CORSMiddleware
+from fastapi.staticfiles import StaticFiles
+
+from app.routers import benchmarks, research
+
+app = FastAPI(title="Salary Benchmark Tool")
+
+app.add_middleware(
+    CORSMiddleware,
+    allow_origins=["http://localhost:5173"],
+    allow_credentials=True,
+    allow_methods=["*"],
+    allow_headers=["*"],
+)
+
+app.include_router(benchmarks.router, prefix="/api")
+app.include_router(research.router, prefix="/api")
+
+
+@app.get("/api/health")
+async def health():
+    return {"status": "ok"}
--- a/app/models.py
+++ b/app/models.py
@ -0,0 +1,104 @@
+import uuid
+from datetime import datetime, timezone
+
+from sqlalchemy import (
+    Boolean,
+    DateTime,
+    Float,
+    ForeignKey,
+    Integer,
+    String,
+    UniqueConstraint,
+)
+from sqlalchemy.dialects.postgresql import JSONB, UUID
+from sqlalchemy.orm import DeclarativeBase, Mapped, mapped_column, relationship
+
+
+class Base(DeclarativeBase):
+    pass
+
+
+class Location(Base):
+    __tablename__ = "locations"
+
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    city: Mapped[str] = mapped_column(String(255))
+    country: Mapped[str] = mapped_column(String(100), default="US")
+    normalized_name: Mapped[str] = mapped_column(String(255), unique=True)
+    created_at: Mapped[datetime] = mapped_column(
+        DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)
+    )
+
+    benchmarks: Mapped[list["Benchmark"]] = relationship(back_populates="location")
+    research_sessions: Mapped[list["ResearchSession"]] = relationship(
+        back_populates="location"
+    )
+
+
+class Role(Base):
+    __tablename__ = "roles"
+
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    title: Mapped[str] = mapped_column(String(255))
+    normalized_title: Mapped[str] = mapped_column(String(255), unique=True)
+    created_at: Mapped[datetime] = mapped_column(
+        DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)
+    )
+
+    benchmarks: Mapped[list["Benchmark"]] = relationship(back_populates="role")
+    research_sessions: Mapped[list["ResearchSession"]] = relationship(
+        back_populates="role"
+    )
+
+
+class Benchmark(Base):
+    __tablename__ = "benchmarks"
+    __table_args__ = (
+        UniqueConstraint("role_id", "location_id", "level", name="uq_benchmark"),
+    )
+
+    id: Mapped[int] = mapped_column(Integer, primary_key=True)
+    role_id: Mapped[int] = mapped_column(ForeignKey("roles.id"))
+    location_id: Mapped[int] = mapped_column(ForeignKey("locations.id"))
+    level: Mapped[str] = mapped_column(String(20))
+    salary: Mapped[int] = mapped_column(Integer)
+    source: Mapped[str] = mapped_column(String(50), default="seed")
+    confidence_score: Mapped[float | None] = mapped_column(Float, nullable=True)
+    validated: Mapped[bool] = mapped_column(Boolean, default=False)
+    created_at: Mapped[datetime] = mapped_column(
+        DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)
+    )
+    updated_at: Mapped[datetime] = mapped_column(
+        DateTime(timezone=True),
+        default=lambda: datetime.now(timezone.utc),
+        onupdate=lambda: datetime.now(timezone.utc),
+    )
+
+    role: Mapped["Role"] = relationship(back_populates="benchmarks")
+    location: Mapped["Location"] = relationship(back_populates="benchmarks")
+
+
+class ResearchSession(Base):
+    __tablename__ = "research_sessions"
+
+    id: Mapped[uuid.UUID] = mapped_column(
+        UUID(as_uuid=True), primary_key=True, default=uuid.uuid4
+    )
+    role_id: Mapped[int] = mapped_column(ForeignKey("roles.id"))
+    location_id: Mapped[int] = mapped_column(ForeignKey("locations.id"))
+    status: Mapped[str] = mapped_column(String(30), default="searching")
+    serper_results: Mapped[dict | None] = mapped_column(JSONB, nullable=True)
+    firecrawl_results: Mapped[dict | None] = mapped_column(JSONB, nullable=True)
+    cohere_ranked: Mapped[dict | None] = mapped_column(JSONB, nullable=True)
+    claude_analysis: Mapped[dict | None] = mapped_column(JSONB, nullable=True)
+    proposed_benchmarks: Mapped[dict | None] = mapped_column(JSONB, nullable=True)
+    error_message: Mapped[str | None] = mapped_column(String, nullable=True)
+    created_at: Mapped[datetime] = mapped_column(
+        DateTime(timezone=True), default=lambda: datetime.now(timezone.utc)
+    )
+    completed_at: Mapped[datetime | None] = mapped_column(
+        DateTime(timezone=True), nullable=True
+    )
+
+    role: Mapped["Role"] = relationship(back_populates="research_sessions")
+    location: Mapped["Location"] = relationship(back_populates="research_sessions")
--- a/app/routers/init.py
+++ b/app/routers/init.py
--- a/app/routers/benchmarks.py
+++ b/app/routers/benchmarks.py
@ -0,0 +1,31 @@
+from fastapi import APIRouter, Depends, HTTPException
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.database import get_db
+from app.schemas import BenchmarkOut, BulkLookupRequest, BulkLookupResponse
+from app.services.benchmark_service import lookup_benchmarks
+
+router = APIRouter(tags=["benchmarks"])
+
+
+@router.get("/benchmarks", response_model=list[BenchmarkOut])
+async def get_benchmarks(
+    title: str, location: str, db: AsyncSession = Depends(get_db)
+):
+    results = await lookup_benchmarks(db, title, location)
+    if not results:
+        raise HTTPException(status_code=404, detail="No benchmarks found")
+    return results
+
+
+@router.post("/benchmarks/bulk", response_model=BulkLookupResponse)
+async def bulk_lookup(req: BulkLookupRequest, db: AsyncSession = Depends(get_db)):
+    found = {}
+    not_found = []
+    for title in req.titles:
+        results = await lookup_benchmarks(db, title, req.location)
+        if results:
+            found[title] = results
+        else:
+            not_found.append(title)
+    return BulkLookupResponse(found=found, not_found=not_found)
--- a/app/routers/research.py
+++ b/app/routers/research.py
@ -0,0 +1,130 @@
+from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.database import get_db, async_session
+from app.models import Benchmark, Location, ResearchSession, Role
+from app.schemas import (
+    BulkResearchRequest,
+    ResearchRequest,
+    ResearchStatusOut,
+    ValidateRequest,
+)
+from app.services.benchmark_service import get_or_create_role, get_or_create_location
+from app.services.research_pipeline import run_research_pipeline
+import uuid
+from datetime import datetime, timezone
+
+router = APIRouter(tags=["research"])
+
+
+@router.post("/research")
+async def start_research(
+    req: ResearchRequest,
+    background_tasks: BackgroundTasks,
+    db: AsyncSession = Depends(get_db),
+):
+    role = await get_or_create_role(db, req.title)
+    location = await get_or_create_location(db, req.location)
+    await db.commit()
+
+    session = ResearchSession(
+        role_id=role.id,
+        location_id=location.id,
+        status="searching",
+    )
+    db.add(session)
+    await db.commit()
+    await db.refresh(session)
+
+    background_tasks.add_task(run_research_pipeline, str(session.id))
+    return {"session_id": str(session.id)}
+
+
+@router.get("/research/{session_id}", response_model=ResearchStatusOut)
+async def get_research_status(session_id: str, db: AsyncSession = Depends(get_db)):
+    uid = uuid.UUID(session_id)
+    result = await db.execute(
+        select(ResearchSession).where(ResearchSession.id == uid)
+    )
+    session = result.scalar_one_or_none()
+    if not session:
+        raise HTTPException(status_code=404, detail="Research session not found")
+    return ResearchStatusOut(
+        session_id=str(session.id),
+        status=session.status,
+        proposed_benchmarks=session.proposed_benchmarks,
+        claude_analysis=session.claude_analysis,
+        error_message=session.error_message,
+    )
+
+
+@router.post("/research/{session_id}/validate")
+async def validate_research(
+    session_id: str,
+    req: ValidateRequest,
+    db: AsyncSession = Depends(get_db),
+):
+    uid = uuid.UUID(session_id)
+    result = await db.execute(
+        select(ResearchSession).where(ResearchSession.id == uid)
+    )
+    session = result.scalar_one_or_none()
+    if not session:
+        raise HTTPException(status_code=404, detail="Research session not found")
+    if session.status != "pending_validation":
+        raise HTTPException(status_code=400, detail="Session not ready for validation")
+
+    if not req.approved:
+        session.status = "rejected"
+        await db.commit()
+        return {"status": "rejected"}
+
+    proposed = session.proposed_benchmarks
+    if not proposed or "benchmarks" not in proposed:
+        raise HTTPException(status_code=400, detail="No proposed benchmarks to validate")
+
+    for entry in proposed["benchmarks"]:
+        level = entry["level"]
+        adjustment = (req.adjustments or {}).get(level)
+        salary = adjustment.salary if adjustment and adjustment.salary else entry["salary"]
+
+        benchmark = Benchmark(
+            role_id=session.role_id,
+            location_id=session.location_id,
+            level=level,
+            salary=salary,
+            source="research",
+            confidence_score=proposed.get("confidence_score"),
+            validated=True,
+        )
+        db.add(benchmark)
+
+    session.status = "completed"
+    session.completed_at = datetime.now(timezone.utc)
+    await db.commit()
+    return {"status": "completed"}
+
+
+@router.post("/research/bulk")
+async def bulk_research(
+    req: BulkResearchRequest,
+    background_tasks: BackgroundTasks,
+    db: AsyncSession = Depends(get_db),
+):
+    sessions = []
+    location = await get_or_create_location(db, req.location)
+    for title in req.titles[:20]:
+        role = await get_or_create_role(db, title)
+        await db.commit()
+        session = ResearchSession(
+            role_id=role.id,
+            location_id=location.id,
+            status="searching",
+        )
+        db.add(session)
+        await db.commit()
+        await db.refresh(session)
+        background_tasks.add_task(run_research_pipeline, str(session.id))
+        sessions.append({"title": title, "session_id": str(session.id)})
+    return {"sessions": sessions}
--- a/app/schemas.py
+++ b/app/schemas.py
@ -0,0 +1,55 @@
+from pydantic import BaseModel
+
+
+class BenchmarkOut(BaseModel):
+    role: str
+    location: str
+    level: str
+    salary: int
+    source: str
+    validated: bool
+    confidence_score: float | None = None
+
+    model_config = {"from_attributes": True}
+
+
+class SingleLookupParams(BaseModel):
+    title: str
+    location: str
+
+
+class BulkLookupRequest(BaseModel):
+    location: str
+    titles: list[str]
+
+
+class BulkLookupResponse(BaseModel):
+    found: dict[str, list[BenchmarkOut]]
+    not_found: list[str]
+
+
+class ResearchRequest(BaseModel):
+    title: str
+    location: str
+
+
+class BulkResearchRequest(BaseModel):
+    location: str
+    titles: list[str]
+
+
+class ResearchStatusOut(BaseModel):
+    session_id: str
+    status: str
+    proposed_benchmarks: dict | None = None
+    claude_analysis: dict | None = None
+    error_message: str | None = None
+
+
+class BenchmarkAdjustment(BaseModel):
+    salary: int | None = None
+
+
+class ValidateRequest(BaseModel):
+    approved: bool
+    adjustments: dict[str, BenchmarkAdjustment] | None = None
--- a/app/services/init.py
+++ b/app/services/init.py
--- a/app/services/benchmark_service.py
+++ b/app/services/benchmark_service.py
@ -0,0 +1,96 @@
+from sqlalchemy import select
+from sqlalchemy.ext.asyncio import AsyncSession
+
+from app.models import Benchmark, Location, Role
+from app.schemas import BenchmarkOut
+
+LOCATION_ALIASES = {
+    "nyc": "new york",
+    "new york city": "new york",
+    "manhattan": "new york",
+    "sf": "san francisco",
+    "san fran": "san francisco",
+    "la": "los angeles",
+    "chi": "chicago",
+    "dc": "washington dc",
+    "washington": "washington dc",
+    "philly": "philadelphia",
+    "atl": "atlanta",
+    "bos": "boston",
+    "dal": "dallas",
+    "hou": "houston",
+    "sea": "seattle",
+    "pdx": "portland",
+    "den": "denver",
+    "mia": "miami",
+    "det": "detroit",
+    "mpls": "minneapolis",
+    "nola": "new orleans",
+    "london": "london",
+    "ldn": "london",
+}
+
+
+def normalize(text: str) -> str:
+    cleaned = text.strip().lower()
+    return LOCATION_ALIASES.get(cleaned, cleaned)
+
+
+def normalize_title(text: str) -> str:
+    return text.strip().lower()
+
+
+async def get_or_create_role(db: AsyncSession, title: str) -> Role:
+    norm = normalize_title(title)
+    result = await db.execute(select(Role).where(Role.normalized_title == norm))
+    role = result.scalar_one_or_none()
+    if not role:
+        role = Role(title=title.strip(), normalized_title=norm)
+        db.add(role)
+        await db.flush()
+    return role
+
+
+async def get_or_create_location(db: AsyncSession, location: str) -> Location:
+    norm = normalize(location)
+    result = await db.execute(
+        select(Location).where(Location.normalized_name == norm)
+    )
+    loc = result.scalar_one_or_none()
+    if not loc:
+        # Use the canonical name as the display city name
+        loc = Location(city=norm.title(), normalized_name=norm)
+        db.add(loc)
+        await db.flush()
+    return loc
+
+
+async def lookup_benchmarks(
+    db: AsyncSession, title: str, location: str
+) -> list[BenchmarkOut]:
+    norm_title = normalize_title(title)
+    norm_location = normalize(location)
+
+    result = await db.execute(
+        select(Benchmark, Role, Location)
+        .join(Role, Benchmark.role_id == Role.id)
+        .join(Location, Benchmark.location_id == Location.id)
+        .where(Role.normalized_title == norm_title)
+        .where(Location.normalized_name == norm_location)
+        .order_by(
+            Benchmark.level.desc()
+        )
+    )
+    rows = result.all()
+    return [
+        BenchmarkOut(
+            role=role.title,
+            location=loc.city,
+            level=bench.level,
+            salary=bench.salary,
+            source=bench.source,
+            validated=bench.validated,
+            confidence_score=bench.confidence_score,
+        )
+        for bench, role, loc in rows
+    ]
--- a/app/services/claude_client.py
+++ b/app/services/claude_client.py
@ -0,0 +1,54 @@
+import json
+
+import anthropic
+
+from app.config import settings
+
+
+async def analyze_salary_data(
+    title: str, location: str, ranked_content: list[dict]
+) -> dict:
+    sources_text = "\n\n---\n\n".join(
+        item["content"] for item in ranked_content if item.get("content")
+    )
+
+    prompt = f"""You are a compensation analyst. Based on the following salary data sources
+for the role "{title}" in "{location}", produce a structured benchmark.
+
+[SOURCES]
+{sources_text}
+[/SOURCES]
+
+Return ONLY valid JSON in this exact format:
+{{
+  "benchmarks": [
+    {{"level": "junior", "salary": <int>}},
+    {{"level": "mid", "salary": <int>}},
+    {{"level": "senior", "salary": <int>}}
+  ],
+  "confidence_score": <float 0.0-1.0>,
+  "reasoning": "<Brief explanation of how you derived these numbers>",
+  "sources_used": ["<relevant source descriptions>"]
+}}
+
+Rules:
+- Each salary value is a single annual USD integer representing the typical/median salary for that level
+- Base your estimates on the provided data, not general knowledge
+- If data is sparse, lower the confidence_score accordingly
+- Return ONLY the JSON object, no markdown or explanation"""
+
+    client = anthropic.AsyncAnthropic(api_key=settings.anthropic_api_key)
+    message = await client.messages.create(
+        model="claude-sonnet-4-20250514",
+        max_tokens=1024,
+        messages=[{"role": "user", "content": prompt}],
+    )
+
+    response_text = message.content[0].text.strip()
+    # Strip markdown code fences if present
+    if response_text.startswith("```"):
+        response_text = response_text.split("\n", 1)[1]
+        if response_text.endswith("```"):
+            response_text = response_text[:-3].strip()
+
+    return json.loads(response_text)
--- a/app/services/cohere_client.py
+++ b/app/services/cohere_client.py
@ -0,0 +1,27 @@
+import cohere
+
+from app.config import settings
+
+
+async def rerank_results(query: str, chunks: list[str]) -> dict:
+    if not chunks:
+        return {"top_chunks": []}
+
+    client = cohere.AsyncClientV2(api_key=settings.cohere_api_key)
+    response = await client.rerank(
+        model="rerank-v3.5",
+        query=query,
+        documents=chunks,
+        top_n=min(5, len(chunks)),
+    )
+
+    top_chunks = []
+    for result in response.results:
+        top_chunks.append(
+            {
+                "content": chunks[result.index],
+                "relevance_score": result.relevance_score,
+            }
+        )
+
+    return {"top_chunks": top_chunks}
--- a/app/services/firecrawl_client.py
+++ b/app/services/firecrawl_client.py
@ -0,0 +1,31 @@
+import asyncio
+import httpx
+
+from app.config import settings
+
+SEMAPHORE = asyncio.Semaphore(3)
+
+
+async def _scrape_one(client: httpx.AsyncClient, url: str) -> dict:
+    async with SEMAPHORE:
+        try:
+            resp = await client.post(
+                "https://api.firecrawl.dev/v1/scrape",
+                headers={"Authorization": f"Bearer {settings.firecrawl_api_key}"},
+                json={"url": url, "formats": ["markdown"]},
+                timeout=30,
+            )
+            resp.raise_for_status()
+            data = resp.json()
+            markdown = data.get("data", {}).get("markdown", "")
+            # Truncate to avoid sending huge content downstream
+            return {"url": url, "content": markdown[:3000], "success": True}
+        except Exception as e:
+            return {"url": url, "content": "", "success": False, "error": str(e)}
+
+
+async def scrape_urls(urls: list[str]) -> dict:
+    async with httpx.AsyncClient() as client:
+        tasks = [_scrape_one(client, url) for url in urls]
+        results = await asyncio.gather(*tasks)
+    return {"scraped": [r for r in results if r["success"] and r["content"]]}
--- a/app/services/research_pipeline.py
+++ b/app/services/research_pipeline.py
@ -0,0 +1,86 @@
+import uuid
+import logging
+from datetime import datetime, timezone
+
+from sqlalchemy import select
+
+from app.database import async_session
+from app.models import ResearchSession
+from app.services.serper_client import search_salaries
+from app.services.firecrawl_client import scrape_urls
+from app.services.cohere_client import rerank_results
+from app.services.claude_client import analyze_salary_data
+
+logger = logging.getLogger(__name__)
+
+
+async def run_research_pipeline(session_id: str):
+    uid = uuid.UUID(session_id)
+
+    async with async_session() as db:
+        result = await db.execute(
+            select(ResearchSession).where(ResearchSession.id == uid)
+        )
+        session = result.scalar_one_or_none()
+        if not session:
+            logger.error(f"Research session {session_id} not found")
+            return
+
+        # Load role and location names
+        from app.models import Role, Location
+
+        role_result = await db.execute(select(Role).where(Role.id == session.role_id))
+        role = role_result.scalar_one()
+        loc_result = await db.execute(
+            select(Location).where(Location.id == session.location_id)
+        )
+        location = loc_result.scalar_one()
+
+        title = role.title
+        city = location.city
+
+        try:
+            # Step 1: Search
+            session.status = "searching"
+            await db.commit()
+            serper_results = await search_salaries(title, city)
+            session.serper_results = serper_results
+            await db.commit()
+
+            # Step 2: Scrape
+            session.status = "scraping"
+            await db.commit()
+            urls = [r["link"] for r in serper_results.get("results", [])[:8]]
+            firecrawl_results = await scrape_urls(urls)
+            session.firecrawl_results = firecrawl_results
+            await db.commit()
+
+            # Step 3: Rerank
+            session.status = "ranking"
+            await db.commit()
+            chunks = [
+                item["content"]
+                for item in firecrawl_results.get("scraped", [])
+                if item.get("content")
+            ]
+            query = f"salary compensation range for {title} in {city} junior mid senior levels"
+            ranked = await rerank_results(query, chunks)
+            session.cohere_ranked = ranked
+            await db.commit()
+
+            # Step 4: Analyze
+            session.status = "analyzing"
+            await db.commit()
+            top_content = ranked.get("top_chunks", [])
+            analysis = await analyze_salary_data(title, city, top_content)
+            session.claude_analysis = analysis
+            session.proposed_benchmarks = analysis
+            session.status = "pending_validation"
+            session.completed_at = datetime.now(timezone.utc)
+            await db.commit()
+
+        except Exception as e:
+            logger.exception(f"Research pipeline failed for session {session_id}")
+            session.status = "failed"
+            session.error_message = str(e)
+            await db.commit()
--- a/app/services/serper_client.py
+++ b/app/services/serper_client.py
@ -0,0 +1,37 @@
+import httpx
+
+from app.config import settings
+
+
+async def search_salaries(title: str, location: str) -> dict:
+    queries = [
+        f'"{title}" salary range {location} 2025 2026',
+        f'"{title}" compensation {location} glassdoor levels.fyi',
+    ]
+
+    all_results = []
+    seen_urls = set()
+
+    async with httpx.AsyncClient(timeout=30) as client:
+        for query in queries:
+            resp = await client.post(
+                "https://google.serper.dev/search",
+                headers={"X-API-KEY": settings.serper_api_key},
+                json={"q": query, "num": 10},
+            )
+            resp.raise_for_status()
+            data = resp.json()
+
+            for item in data.get("organic", []):
+                url = item.get("link", "")
+                if url not in seen_urls:
+                    seen_urls.add(url)
+                    all_results.append(
+                        {
+                            "title": item.get("title", ""),
+                            "link": url,
+                            "snippet": item.get("snippet", ""),
+                        }
+                    )
+
+    return {"results": all_results[:15]}
--- a/docker-compose.yml
+++ b/docker-compose.yml
@ -0,0 +1,44 @@
+services:
+  db:
+    image: postgres:16-alpine
+    environment:
+      POSTGRES_DB: ${DB_NAME:-salary_benchmark}
+      POSTGRES_USER: ${DB_USER:-salary_user}
+      POSTGRES_PASSWORD: ${DB_PASSWORD:-salary_pass}
+    volumes:
+      - pgdata:/var/lib/postgresql/data
+    ports:
+      - "5436:5432"
+    healthcheck:
+      test: ["CMD-SHELL", "pg_isready -U ${DB_USER:-salary_user} -d ${DB_NAME:-salary_benchmark}"]
+      interval: 5s
+      retries: 5
+
+  app:
+    build: .
+    ports:
+      - "8002:8000"
+    env_file: .env
+    depends_on:
+      db:
+        condition: service_healthy
+    volumes:
+      - ./app:/code/app
+      - ./alembic:/code/alembic
+      - ./alembic.ini:/code/alembic.ini
+    command: >
+      sh -c "alembic upgrade head && uvicorn app.main:app --host 0.0.0.0 --port 8000 --reload"
+
+  frontend:
+    image: node:20-alpine
+    working_dir: /app
+    ports:
+      - "5173:5173"
+    volumes:
+      - ./frontend:/app
+    command: sh -c "npm install && npm run dev -- --host 0.0.0.0"
+    depends_on:
+      - app
+
+volumes:
+  pgdata:
--- a/frontend/.gitignore
+++ b/frontend/.gitignore
@ -0,0 +1,24 @@
+# Logs
+logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+pnpm-debug.log*
+lerna-debug.log*
+
+node_modules
+dist
+dist-ssr
+*.local
+
+# Editor directories and files
+.vscode/*
+!.vscode/extensions.json
+.idea
+.DS_Store
+*.suo
+*.ntvs*
+*.njsproj
+*.sln
+*.sw?
--- a/frontend/README.md
+++ b/frontend/README.md
@ -0,0 +1,16 @@
+# React + Vite
+
+This template provides a minimal setup to get React working in Vite with HMR and some ESLint rules.
+
+Currently, two official plugins are available:
+
+- [@vitejs/plugin-react](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react) uses [Oxc](https://oxc.rs)
+- [@vitejs/plugin-react-swc](https://github.com/vitejs/vite-plugin-react/blob/main/packages/plugin-react-swc) uses [SWC](https://swc.rs/)
+
+## React Compiler
+
+The React Compiler is not enabled on this template because of its impact on dev & build performances. To add it, see [this documentation](https://react.dev/learn/react-compiler/installation).
+
+## Expanding the ESLint configuration
+
+If you are developing a production application, we recommend using TypeScript with type-aware lint rules enabled. Check out the [TS template](https://github.com/vitejs/vite/tree/main/packages/create-vite/template-react-ts) for information on how to integrate TypeScript and [`typescript-eslint`](https://typescript-eslint.io) in your project.
--- a/frontend/eslint.config.js
+++ b/frontend/eslint.config.js
@ -0,0 +1,29 @@
+import js from '@eslint/js'
+import globals from 'globals'
+import reactHooks from 'eslint-plugin-react-hooks'
+import reactRefresh from 'eslint-plugin-react-refresh'
+import { defineConfig, globalIgnores } from 'eslint/config'
+
+export default defineConfig([
+  globalIgnores(['dist']),
+  {
+    files: ['**/*.{js,jsx}'],
+    extends: [
+      js.configs.recommended,
+      reactHooks.configs.flat.recommended,
+      reactRefresh.configs.vite,
+    ],
+    languageOptions: {
+      ecmaVersion: 2020,
+      globals: globals.browser,
+      parserOptions: {
+        ecmaVersion: 'latest',
+        ecmaFeatures: { jsx: true },
+        sourceType: 'module',
+      },
+    },
+    rules: {
+      'no-unused-vars': ['error', { varsIgnorePattern: '^[A-Z_]' }],
+    },
+  },
+])
--- a/frontend/index.html
+++ b/frontend/index.html
@ -0,0 +1,13 @@
+<!doctype html>
+<html lang="en">
+  <head>
+    <meta charset="UTF-8" />
+    <link rel="icon" type="image/svg+xml" href="/favicon.svg" />
+    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+    <title>Salary Benchmark Tool</title>
+  </head>
+  <body>
+    <div id="root"></div>
+    <script type="module" src="/src/main.jsx"></script>
+  </body>
+</html>
--- a/frontend/package-lock.json
+++ b/frontend/package-lock.json
--- a/frontend/package.json
+++ b/frontend/package.json
@ -0,0 +1,28 @@
+{
+  "name": "frontend",
+  "private": true,
+  "version": "0.0.0",
+  "type": "module",
+  "scripts": {
+    "dev": "vite",
+    "build": "vite build",
+    "lint": "eslint .",
+    "preview": "vite preview"
+  },
+  "dependencies": {
+    "react": "^19.2.4",
+    "react-dom": "^19.2.4",
+    "react-router-dom": "^7.14.0"
+  },
+  "devDependencies": {
+    "@eslint/js": "^9.39.4",
+    "@types/react": "^19.2.14",
+    "@types/react-dom": "^19.2.3",
+    "@vitejs/plugin-react": "^6.0.1",
+    "eslint": "^9.39.4",
+    "eslint-plugin-react-hooks": "^7.0.1",
+    "eslint-plugin-react-refresh": "^0.5.2",
+    "globals": "^17.4.0",
+    "vite": "^8.0.1"
+  }
+}
--- a/frontend/public/favicon.svg
+++ b/frontend/public/favicon.svg
--- a/frontend/public/icons.svg
+++ b/frontend/public/icons.svg
@ -0,0 +1,24 @@
+<svg xmlns="http://www.w3.org/2000/svg">
+  <symbol id="bluesky-icon" viewBox="0 0 16 17">
+    <g clip-path="url(#bluesky-clip)"><path fill="#08060d" d="M7.75 7.735c-.693-1.348-2.58-3.86-4.334-5.097-1.68-1.187-2.32-.981-2.74-.79C.188 2.065.1 2.812.1 3.251s.241 3.602.398 4.13c.52 1.744 2.367 2.333 4.07 2.145-2.495.37-4.71 1.278-1.805 4.512 3.196 3.309 4.38-.71 4.987-2.746.608 2.036 1.307 5.91 4.93 2.746 2.72-2.746.747-4.143-1.747-4.512 1.702.189 3.55-.4 4.07-2.145.156-.528.397-3.691.397-4.13s-.088-1.186-.575-1.406c-.42-.19-1.06-.395-2.741.79-1.755 1.24-3.64 3.752-4.334 5.099"/></g>
+    <defs><clipPath id="bluesky-clip"><path fill="#fff" d="M.1.85h15.3v15.3H.1z"/></clipPath></defs>
+  </symbol>
+  <symbol id="discord-icon" viewBox="0 0 20 19">
+    <path fill="#08060d" d="M16.224 3.768a14.5 14.5 0 0 0-3.67-1.153c-.158.286-.343.67-.47.976a13.5 13.5 0 0 0-4.067 0c-.128-.306-.317-.69-.476-.976A14.4 14.4 0 0 0 3.868 3.77C1.546 7.28.916 10.703 1.231 14.077a14.7 14.7 0 0 0 4.5 2.306q.545-.748.965-1.587a9.5 9.5 0 0 1-1.518-.74q.191-.14.372-.293c2.927 1.369 6.107 1.369 8.999 0q.183.152.372.294-.723.437-1.52.74.418.838.963 1.588a14.6 14.6 0 0 0 4.504-2.308c.37-3.911-.63-7.302-2.644-10.309m-9.13 8.234c-.878 0-1.599-.82-1.599-1.82 0-.998.705-1.82 1.6-1.82.894 0 1.614.82 1.599 1.82.001 1-.705 1.82-1.6 1.82m5.91 0c-.878 0-1.599-.82-1.599-1.82 0-.998.705-1.82 1.6-1.82.893 0 1.614.82 1.599 1.82 0 1-.706 1.82-1.6 1.82"/>
+  </symbol>
+  <symbol id="documentation-icon" viewBox="0 0 21 20">
+    <path fill="none" stroke="#aa3bff" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.35" d="m15.5 13.333 1.533 1.322c.645.555.967.833.967 1.178s-.322.623-.967 1.179L15.5 18.333m-3.333-5-1.534 1.322c-.644.555-.966.833-.966 1.178s.322.623.966 1.179l1.534 1.321"/>
+    <path fill="none" stroke="#aa3bff" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.35" d="M17.167 10.836v-4.32c0-1.41 0-2.117-.224-2.68-.359-.906-1.118-1.621-2.08-1.96-.599-.21-1.349-.21-2.848-.21-2.623 0-3.935 0-4.983.369-1.684.591-3.013 1.842-3.641 3.428C3 6.449 3 7.684 3 10.154v2.122c0 2.558 0 3.838.706 4.726q.306.383.713.671c.76.536 1.79.64 3.581.66"/>
+    <path fill="none" stroke="#aa3bff" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.35" d="M3 10a2.78 2.78 0 0 1 2.778-2.778c.555 0 1.209.097 1.748-.047.48-.129.854-.503.982-.982.145-.54.048-1.194.048-1.749a2.78 2.78 0 0 1 2.777-2.777"/>
+  </symbol>
+  <symbol id="github-icon" viewBox="0 0 19 19">
+    <path fill="#08060d" fill-rule="evenodd" d="M9.356 1.85C5.05 1.85 1.57 5.356 1.57 9.694a7.84 7.84 0 0 0 5.324 7.44c.387.079.528-.168.528-.376 0-.182-.013-.805-.013-1.454-2.165.467-2.616-.935-2.616-.935-.349-.91-.864-1.143-.864-1.143-.71-.48.051-.48.051-.48.787.051 1.2.805 1.2.805.695 1.194 1.817.857 2.268.649.064-.507.27-.857.49-1.052-1.728-.182-3.545-.857-3.545-3.87 0-.857.31-1.558.8-2.104-.078-.195-.349-1 .077-2.078 0 0 .657-.208 2.14.805a7.5 7.5 0 0 1 1.946-.26c.657 0 1.328.092 1.946.26 1.483-1.013 2.14-.805 2.14-.805.426 1.078.155 1.883.078 2.078.502.546.799 1.247.799 2.104 0 3.013-1.818 3.675-3.558 3.87.284.247.528.714.528 1.454 0 1.052-.012 1.896-.012 2.156 0 .208.142.455.528.377a7.84 7.84 0 0 0 5.324-7.441c.013-4.338-3.48-7.844-7.773-7.844" clip-rule="evenodd"/>
+  </symbol>
+  <symbol id="social-icon" viewBox="0 0 20 20">
+    <path fill="none" stroke="#aa3bff" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.35" d="M12.5 6.667a4.167 4.167 0 1 0-8.334 0 4.167 4.167 0 0 0 8.334 0"/>
+    <path fill="none" stroke="#aa3bff" stroke-linecap="round" stroke-linejoin="round" stroke-width="1.35" d="M2.5 16.667a5.833 5.833 0 0 1 8.75-5.053m3.837.474.513 1.035c.07.144.257.282.414.309l.93.155c.596.1.736.536.307.965l-.723.73a.64.64 0 0 0-.152.531l.207.903c.164.715-.213.991-.84.618l-.872-.52a.63.63 0 0 0-.577 0l-.872.52c-.624.373-1.003.094-.84-.618l.207-.903a.64.64 0 0 0-.152-.532l-.723-.729c-.426-.43-.289-.864.306-.964l.93-.156a.64.64 0 0 0 .412-.31l.513-1.034c.28-.562.735-.562 1.012 0"/>
+  </symbol>
+  <symbol id="x-icon" viewBox="0 0 19 19">
+    <path fill="#08060d" fill-rule="evenodd" d="M1.893 1.98c.052.072 1.245 1.769 2.653 3.77l2.892 4.114c.183.261.333.48.333.486s-.068.089-.152.183l-.522.593-.765.867-3.597 4.087c-.375.426-.734.834-.798.905a1 1 0 0 0-.118.148c0 .01.236.017.664.017h.663l.729-.83c.4-.457.796-.906.879-.999a692 692 0 0 0 1.794-2.038c.034-.037.301-.34.594-.675l.551-.624.345-.392a7 7 0 0 1 .34-.374c.006 0 .93 1.306 2.052 2.903l2.084 2.965.045.063h2.275c1.87 0 2.273-.003 2.266-.021-.008-.02-1.098-1.572-3.894-5.547-2.013-2.862-2.28-3.246-2.273-3.266.008-.019.282-.332 2.085-2.38l2-2.274 1.567-1.782c.022-.028-.016-.03-.65-.03h-.674l-.3.342a871 871 0 0 1-1.782 2.025c-.067.075-.405.458-.75.852a100 100 0 0 1-.803.91c-.148.172-.299.344-.99 1.127-.304.343-.32.358-.345.327-.015-.019-.904-1.282-1.976-2.808L6.365 1.85H1.8zm1.782.91 8.078 11.294c.772 1.08 1.413 1.973 1.425 1.984.016.017.241.02 1.05.017l1.03-.004-2.694-3.766L7.796 5.75 5.722 2.852l-1.039-.004-1.039-.004z" clip-rule="evenodd"/>
+  </symbol>
+</svg>
--- a/frontend/src/App.css
+++ b/frontend/src/App.css
@ -0,0 +1 @@
+/* Component styles below */
--- a/frontend/src/App.jsx
+++ b/frontend/src/App.jsx
@ -0,0 +1,17 @@
+import { BrowserRouter, Routes, Route } from 'react-router-dom'
+import Layout from './components/Layout'
+import LookupPage from './pages/LookupPage'
+
+function App() {
+  return (
+    <BrowserRouter>
+      <Layout>
+        <Routes>
+          <Route path="/" element={<LookupPage />} />
+        </Routes>
+      </Layout>
+    </BrowserRouter>
+  )
+}
+
+export default App
--- a/frontend/src/api.js
+++ b/frontend/src/api.js
@ -0,0 +1,50 @@
+const BASE = '/api';
+
+async function request(path, options = {}) {
+  const res = await fetch(`${BASE}${path}`, {
+    headers: { 'Content-Type': 'application/json' },
+    ...options,
+  });
+  if (res.status === 404) return null;
+  if (!res.ok) {
+    const err = await res.json().catch(() => ({ detail: 'Request failed' }));
+    throw new Error(err.detail || 'Request failed');
+  }
+  return res.json();
+}
+
+export async function lookupBenchmarks(title, location) {
+  return request(`/benchmarks?title=${encodeURIComponent(title)}&location=${encodeURIComponent(location)}`);
+}
+
+export async function bulkLookup(location, titles) {
+  return request('/benchmarks/bulk', {
+    method: 'POST',
+    body: JSON.stringify({ location, titles }),
+  });
+}
+
+export async function startResearch(title, location) {
+  return request('/research', {
+    method: 'POST',
+    body: JSON.stringify({ title, location }),
+  });
+}
+
+export async function getResearchStatus(sessionId) {
+  return request(`/research/${sessionId}`);
+}
+
+export async function validateResearch(sessionId, approved, adjustments = null) {
+  return request(`/research/${sessionId}/validate`, {
+    method: 'POST',
+    body: JSON.stringify({ approved, adjustments }),
+  });
+}
+
+export async function bulkResearch(location, titles) {
+  return request('/research/bulk', {
+    method: 'POST',
+    body: JSON.stringify({ location, titles }),
+  });
+}
--- a/frontend/src/assets/hero.png
+++ b/frontend/src/assets/hero.png
--- a/frontend/src/assets/react.svg
+++ b/frontend/src/assets/react.svg
@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="35.93" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 228"><path fill="#00D8FF" d="M210.483 73.824a171.49 171.49 0 0 0-8.24-2.597c.465-1.9.893-3.777 1.273-5.621c6.238-30.281 2.16-54.676-11.769-62.708c-13.355-7.7-35.196.329-57.254 19.526a171.23 171.23 0 0 0-6.375 5.848a155.866 155.866 0 0 0-4.241-3.917C100.759 3.829 77.587-4.822 63.673 3.233C50.33 10.957 46.379 33.89 51.995 62.588a170.974 170.974 0 0 0 1.892 8.48c-3.28.932-6.445 1.924-9.474 2.98C17.309 83.498 0 98.307 0 113.668c0 15.865 18.582 31.778 46.812 41.427a145.52 145.52 0 0 0 6.921 2.165a167.467 167.467 0 0 0-2.01 9.138c-5.354 28.2-1.173 50.591 12.134 58.266c13.744 7.926 36.812-.22 59.273-19.855a145.567 145.567 0 0 0 5.342-4.923a168.064 168.064 0 0 0 6.92 6.314c21.758 18.722 43.246 26.282 56.54 18.586c13.731-7.949 18.194-32.003 12.4-61.268a145.016 145.016 0 0 0-1.535-6.842c1.62-.48 3.21-.974 4.76-1.488c29.348-9.723 48.443-25.443 48.443-41.52c0-15.417-17.868-30.326-45.517-39.844Zm-6.365 70.984c-1.4.463-2.836.91-4.3 1.345c-3.24-10.257-7.612-21.163-12.963-32.432c5.106-11 9.31-21.767 12.459-31.957c2.619.758 5.16 1.557 7.61 2.4c23.69 8.156 38.14 20.213 38.14 29.504c0 9.896-15.606 22.743-40.946 31.14Zm-10.514 20.834c2.562 12.94 2.927 24.64 1.23 33.787c-1.524 8.219-4.59 13.698-8.382 15.893c-8.067 4.67-25.32-1.4-43.927-17.412a156.726 156.726 0 0 1-6.437-5.87c7.214-7.889 14.423-17.06 21.459-27.246c12.376-1.098 24.068-2.894 34.671-5.345a134.17 134.17 0 0 1 1.386 6.193ZM87.276 214.515c-7.882 2.783-14.16 2.863-17.955.675c-8.075-4.657-11.432-22.636-6.853-46.752a156.923 156.923 0 0 1 1.869-8.499c10.486 2.32 22.093 3.988 34.498 4.994c7.084 9.967 14.501 19.128 21.976 27.15a134.668 134.668 0 0 1-4.877 4.492c-9.933 8.682-19.886 14.842-28.658 17.94ZM50.35 144.747c-12.483-4.267-22.792-9.812-29.858-15.863c-6.35-5.437-9.555-10.836-9.555-15.216c0-9.322 13.897-21.212 37.076-29.293c2.813-.98 5.757-1.905 8.812-2.773c3.204 10.42 7.406 21.315 12.477 32.332c-5.137 11.18-9.399 22.249-12.634 32.792a134.718 134.718 0 0 1-6.318-1.979Zm12.378-84.26c-4.811-24.587-1.616-43.134 6.425-47.789c8.564-4.958 27.502 2.111 47.463 19.835a144.318 144.318 0 0 1 3.841 3.545c-7.438 7.987-14.787 17.08-21.808 26.988c-12.04 1.116-23.565 2.908-34.161 5.309a160.342 160.342 0 0 1-1.76-7.887Zm110.427 27.268a347.8 347.8 0 0 0-7.785-12.803c8.168 1.033 15.994 2.404 23.343 4.08c-2.206 7.072-4.956 14.465-8.193 22.045a381.151 381.151 0 0 0-7.365-13.322Zm-45.032-43.861c5.044 5.465 10.096 11.566 15.065 18.186a322.04 322.04 0 0 0-30.257-.006c4.974-6.559 10.069-12.652 15.192-18.18ZM82.802 87.83a323.167 323.167 0 0 0-7.227 13.238c-3.184-7.553-5.909-14.98-8.134-22.152c7.304-1.634 15.093-2.97 23.209-3.984a321.524 321.524 0 0 0-7.848 12.897Zm8.081 65.352c-8.385-.936-16.291-2.203-23.593-3.793c2.26-7.3 5.045-14.885 8.298-22.6a321.187 321.187 0 0 0 7.257 13.246c2.594 4.48 5.28 8.868 8.038 13.147Zm37.542 31.03c-5.184-5.592-10.354-11.779-15.403-18.433c4.902.192 9.899.29 14.978.29c5.218 0 10.376-.117 15.453-.343c-4.985 6.774-10.018 12.97-15.028 18.486Zm52.198-57.817c3.422 7.8 6.306 15.345 8.596 22.52c-7.422 1.694-15.436 3.058-23.88 4.071a382.417 382.417 0 0 0 7.859-13.026a347.403 347.403 0 0 0 7.425-13.565Zm-16.898 8.101a358.557 358.557 0 0 1-12.281 19.815a329.4 329.4 0 0 1-23.444.823c-7.967 0-15.716-.248-23.178-.732a310.202 310.202 0 0 1-12.513-19.846h.001a307.41 307.41 0 0 1-10.923-20.627a310.278 310.278 0 0 1 10.89-20.637l-.001.001a307.318 307.318 0 0 1 12.413-19.761c7.613-.576 15.42-.876 23.31-.876H128c7.926 0 15.743.303 23.354.883a329.357 329.357 0 0 1 12.335 19.695a358.489 358.489 0 0 1 11.036 20.54a329.472 329.472 0 0 1-11 20.722Zm22.56-122.124c8.572 4.944 11.906 24.881 6.52 51.026c-.344 1.668-.73 3.367-1.15 5.09c-10.622-2.452-22.155-4.275-34.23-5.408c-7.034-10.017-14.323-19.124-21.64-27.008a160.789 160.789 0 0 1 5.888-5.4c18.9-16.447 36.564-22.941 44.612-18.3ZM128 90.808c12.625 0 22.86 10.235 22.86 22.86s-10.235 22.86-22.86 22.86s-22.86-10.235-22.86-22.86s10.235-22.86 22.86-22.86Z"></path></svg>
--- a/frontend/src/assets/vite.svg
+++ b/frontend/src/assets/vite.svg
--- a/frontend/src/components/BenchmarkGrid.css
+++ b/frontend/src/components/BenchmarkGrid.css
@ -0,0 +1,114 @@
+.benchmark-grid {
+  margin-top: 32px;
+}
+
+.grid-header {
+  display: flex;
+  justify-content: space-between;
+  align-items: center;
+  margin-bottom: 16px;
+}
+
+.grid-title {
+  font-size: 18px;
+  font-weight: 700;
+  margin: 0;
+}
+
+.btn-export {
+  padding: 8px 16px;
+  font-size: 12px;
+  font-weight: 700;
+  background: var(--white);
+  color: var(--black);
+  border: 2px solid var(--black);
+  cursor: pointer;
+  text-transform: uppercase;
+  letter-spacing: 1px;
+  transition: all 0.2s;
+}
+
+.btn-export:hover {
+  background: var(--accent);
+  border-color: var(--accent);
+}
+
+.benchmark-grid table {
+  width: 100%;
+  border-collapse: collapse;
+  font-size: 14px;
+}
+
+.benchmark-grid th {
+  background: var(--black);
+  color: var(--white);
+  padding: 12px 16px;
+  text-align: left;
+  text-transform: uppercase;
+  letter-spacing: 0.5px;
+  font-size: 12px;
+  font-weight: 600;
+}
+
+.benchmark-grid td {
+  padding: 10px 16px;
+  border-bottom: 1px solid var(--gray-200);
+}
+
+.benchmark-grid tr:nth-child(even) td {
+  background: var(--gray-100);
+}
+
+.role-cell {
+  font-weight: 600;
+  vertical-align: top;
+}
+
+.salary {
+  font-variant-numeric: tabular-nums;
+  font-weight: 500;
+}
+
+.level-badge {
+  display: inline-block;
+  padding: 2px 10px;
+  border-radius: 3px;
+  font-size: 12px;
+  font-weight: 600;
+  text-transform: uppercase;
+  letter-spacing: 0.5px;
+}
+
+.level-badge.level-junior {
+  background: var(--gray-200);
+  color: var(--gray-600);
+}
+
+.level-badge.level-mid {
+  background: var(--accent);
+  color: var(--black);
+}
+
+.level-badge.level-senior {
+  background: var(--black);
+  color: var(--white);
+}
+
+.source-badge {
+  display: inline-block;
+  padding: 2px 8px;
+  border-radius: 3px;
+  font-size: 11px;
+  font-weight: 600;
+  text-transform: uppercase;
+}
+
+.source-badge.seed {
+  background: var(--gray-200);
+  color: var(--gray-600);
+}
+
+.source-badge.research {
+  background: var(--accent);
+  color: var(--black);
+}
--- a/frontend/src/components/BenchmarkGrid.jsx
+++ b/frontend/src/components/BenchmarkGrid.jsx
@ -0,0 +1,78 @@
+import './BenchmarkGrid.css'
+
+function exportCSV(results) {
+  const header = 'Location,Role,Level,Salary,Source\n'
+  const rows = results.map((b) =>
+    `"${b.location}","${b.role}","${b.level}",${b.salary},"${b.source}"`
+  ).join('\n')
+  const blob = new Blob([header + rows], { type: 'text/csv' })
+  const url = URL.createObjectURL(blob)
+  const a = document.createElement('a')
+  a.href = url
+  a.download = 'salary_benchmarks.csv'
+  a.click()
+  URL.revokeObjectURL(url)
+}
+
+function BenchmarkGrid({ results, title: groupTitle }) {
+  if (!results || results.length === 0) return null
+
+  // Group by role
+  const grouped = {}
+  for (const r of results) {
+    const key = r.role
+    if (!grouped[key]) grouped[key] = []
+    grouped[key].push(r)
+  }
+
+  const levelOrder = { senior: 0, mid: 1, junior: 2 }
+
+  return (
+    <div className="benchmark-grid">
+      <div className="grid-header">
+        {groupTitle && <h3 className="grid-title">{groupTitle}</h3>}
+        <button className="btn-export" onClick={() => exportCSV(results)}>
+          Export CSV
+        </button>
+      </div>
+      <table>
+        <thead>
+          <tr>
+            <th>Role</th>
+            <th>Level</th>
+            <th>Salary</th>
+            <th>Source</th>
+          </tr>
+        </thead>
+        <tbody>
+          {Object.entries(grouped).map(([role, benchmarks]) =>
+            benchmarks
+              .sort((a, b) => (levelOrder[a.level] ?? 9) - (levelOrder[b.level] ?? 9))
+              .map((b, i) => (
+                <tr key={`${role}-${b.level}`}>
+                  {i === 0 && (
+                    <td className="role-cell" rowSpan={benchmarks.length}>
+                      {role}
+                    </td>
+                  )}
+                  <td>
+                    <span className={`level-badge level-${b.level}`}>
+                      {b.level}
+                    </span>
+                  </td>
+                  <td className="salary">${b.salary?.toLocaleString()}</td>
+                  <td>
+                    <span className={`source-badge ${b.source}`}>
+                      {b.source}
+                    </span>
+                  </td>
+                </tr>
+              ))
+          )}
+        </tbody>
+      </table>
+    </div>
+  )
+}
+
+export default BenchmarkGrid
--- a/frontend/src/components/Layout.css
+++ b/frontend/src/components/Layout.css
@ -0,0 +1,31 @@
+.layout {
+  max-width: 800px;
+  margin: 0 auto;
+  padding: 40px 20px;
+}
+
+.layout-header {
+  margin-bottom: 48px;
+}
+
+.layout-header h1 {
+  font-size: 32px;
+  font-weight: 700;
+  margin-bottom: 8px;
+  letter-spacing: -0.5px;
+}
+
+.layout-header .subtitle {
+  font-size: 16px;
+  color: var(--gray-600);
+  margin-bottom: 4px;
+}
+
+.layout-header .small-subtitle {
+  font-size: 12px;
+  color: var(--gray-400);
+}
+
+.layout-main {
+  width: 100%;
+}
--- a/frontend/src/components/Layout.jsx
+++ b/frontend/src/components/Layout.jsx
@ -0,0 +1,18 @@
+import './Layout.css'
+
+function Layout({ children }) {
+  return (
+    <div className="layout">
+      <header className="layout-header">
+        <h1>Salary Benchmark Tool</h1>
+        <p className="subtitle">Get salary ranges for different experience levels</p>
+        <p className="small-subtitle">Questions? Reach out to felipeoliveira@oliver.agency</p>
+      </header>
+      <main className="layout-main">
+        {children}
+      </main>
+    </div>
+  )
+}
+
+export default Layout
--- a/frontend/src/components/ModeToggle.css
+++ b/frontend/src/components/ModeToggle.css
@ -0,0 +1,32 @@
+.mode-toggle {
+  display: flex;
+  margin-bottom: 32px;
+  border: 2px solid var(--black);
+}
+
+.mode-toggle button {
+  flex: 1;
+  padding: 12px 24px;
+  font-size: 14px;
+  font-weight: 600;
+  background: var(--white);
+  color: var(--black);
+  border: none;
+  cursor: pointer;
+  text-transform: uppercase;
+  letter-spacing: 1px;
+  transition: all 0.2s;
+}
+
+.mode-toggle button:first-child {
+  border-right: 2px solid var(--black);
+}
+
+.mode-toggle button.active {
+  background: var(--accent);
+  color: var(--black);
+}
+
+.mode-toggle button:hover:not(.active) {
+  background: var(--gray-100);
+}
--- a/frontend/src/components/ModeToggle.jsx
+++ b/frontend/src/components/ModeToggle.jsx
@ -0,0 +1,22 @@
+import './ModeToggle.css'
+
+function ModeToggle({ mode, setMode }) {
+  return (
+    <div className="mode-toggle">
+      <button
+        className={mode === 'single' ? 'active' : ''}
+        onClick={() => setMode('single')}
+      >
+        Single Lookup
+      </button>
+      <button
+        className={mode === 'bulk' ? 'active' : ''}
+        onClick={() => setMode('bulk')}
+      >
+        Bulk Import
+      </button>
+    </div>
+  )
+}
+
+export default ModeToggle
--- a/frontend/src/components/ResearchProgress.css
+++ b/frontend/src/components/ResearchProgress.css
@ -0,0 +1,73 @@
+.research-progress {
+  margin: 24px 0;
+  padding: 24px;
+  border: 2px solid var(--black);
+}
+
+.research-progress h4 {
+  font-size: 16px;
+  font-weight: 700;
+  margin-bottom: 16px;
+}
+
+.progress-bar {
+  height: 6px;
+  background: var(--gray-200);
+  margin-bottom: 20px;
+  overflow: hidden;
+}
+
+.progress-fill {
+  height: 100%;
+  background: var(--accent);
+  transition: width 0.5s ease;
+}
+
+.steps {
+  display: flex;
+  flex-direction: column;
+  gap: 8px;
+}
+
+.step {
+  display: flex;
+  align-items: center;
+  gap: 10px;
+  font-size: 13px;
+  color: var(--gray-400);
+}
+
+.step.done {
+  color: var(--black);
+}
+
+.step.active {
+  color: var(--black);
+  font-weight: 600;
+}
+
+.step-dot {
+  width: 10px;
+  height: 10px;
+  border-radius: 50%;
+  background: var(--gray-200);
+  flex-shrink: 0;
+}
+
+.step.done .step-dot {
+  background: var(--accent);
+}
+
+.step.active .step-dot {
+  background: var(--accent);
+  box-shadow: 0 0 0 3px rgba(255, 196, 7, 0.3);
+}
+
+.research-error {
+  margin-top: 16px;
+  padding: 12px 16px;
+  background: #fff0f0;
+  border: 1px solid #ffcdd2;
+  color: #c62828;
+  font-size: 14px;
+}
--- a/frontend/src/components/ResearchProgress.jsx
+++ b/frontend/src/components/ResearchProgress.jsx
@ -0,0 +1,89 @@
+import { useState, useEffect } from 'react'
+import { getResearchStatus } from '../api'
+import ValidationForm from './ValidationForm'
+import './ResearchProgress.css'
+
+const STEPS = ['searching', 'scraping', 'ranking', 'analyzing', 'pending_validation']
+const STEP_LABELS = {
+  searching: 'Searching salary data...',
+  scraping: 'Scraping relevant pages...',
+  ranking: 'Ranking results...',
+  analyzing: 'AI analyzing data...',
+  pending_validation: 'Ready for review',
+}
+
+function ResearchProgress({ sessionId, title, location, onValidated }) {
+  const [status, setStatus] = useState('searching')
+  const [data, setData] = useState(null)
+  const [error, setError] = useState(null)
+
+  useEffect(() => {
+    if (!sessionId) return
+    if (status === 'completed' || status === 'failed' || status === 'rejected') return
+
+    const poll = setInterval(async () => {
+      try {
+        const res = await getResearchStatus(sessionId)
+        if (!res) return
+        setStatus(res.status)
+        setData(res)
+        if (['pending_validation', 'completed', 'failed'].includes(res.status)) {
+          clearInterval(poll)
+        }
+      } catch (err) {
+        setError(err.message)
+        clearInterval(poll)
+      }
+    }, 3000)
+
+    return () => clearInterval(poll)
+  }, [sessionId, status])
+
+  if (error) {
+    return <div className="research-error">Error: {error}</div>
+  }
+
+  const currentStep = STEPS.indexOf(status)
+  const progress = status === 'pending_validation' ? 100 : Math.max(0, ((currentStep + 0.5) / (STEPS.length - 1)) * 100)
+
+  return (
+    <div className="research-progress">
+      <h4>Researching: {title}</h4>
+
+      <div className="progress-bar">
+        <div className="progress-fill" style={{ width: `${progress}%` }} />
+      </div>
+
+      <div className="steps">
+        {STEPS.map((step, i) => (
+          <div
+            key={step}
+            className={`step ${i < currentStep ? 'done' : ''} ${i === currentStep ? 'active' : ''}`}
+          >
+            <span className="step-dot" />
+            <span className="step-label">{STEP_LABELS[step]}</span>
+          </div>
+        ))}
+      </div>
+
+      {status === 'failed' && (
+        <div className="research-error">
+          Pipeline failed: {data?.error_message || 'Unknown error'}
+        </div>
+      )}
+
+      {status === 'pending_validation' && data?.proposed_benchmarks && (
+        <ValidationForm
+          sessionId={sessionId}
+          title={title}
+          location={location}
+          proposed={data.proposed_benchmarks}
+          analysis={data.claude_analysis}
+          onValidated={onValidated}
+        />
+      )}
+    </div>
+  )
+}
+
+export default ResearchProgress
--- a/frontend/src/components/ValidationForm.css
+++ b/frontend/src/components/ValidationForm.css
@ -0,0 +1,111 @@
+.validation-form {
+  margin-top: 20px;
+  padding: 20px;
+  background: var(--gray-100);
+  border: 1px solid var(--gray-200);
+}
+
+.validation-form h4 {
+  font-size: 15px;
+  font-weight: 700;
+  margin-bottom: 12px;
+}
+
+.reasoning {
+  font-size: 13px;
+  color: var(--gray-600);
+  margin-bottom: 12px;
+  line-height: 1.5;
+}
+
+.confidence {
+  font-size: 13px;
+  margin-bottom: 16px;
+}
+
+.validation-table {
+  width: 100%;
+  border-collapse: collapse;
+  margin-bottom: 16px;
+}
+
+.validation-table th {
+  background: var(--black);
+  color: var(--white);
+  padding: 8px 12px;
+  text-align: left;
+  font-size: 12px;
+  font-weight: 600;
+  text-transform: uppercase;
+}
+
+.validation-table td {
+  padding: 8px 12px;
+  border-bottom: 1px solid var(--gray-200);
+}
+
+.validation-table input {
+  width: 100%;
+  padding: 8px 10px;
+  font-size: 14px;
+  border: 2px solid var(--gray-200);
+  background: var(--white);
+  font-family: var(--font);
+  font-variant-numeric: tabular-nums;
+}
+
+.validation-table input:focus {
+  outline: none;
+  border-color: var(--accent);
+}
+
+.level-cell {
+  width: 80px;
+}
+
+.validation-actions {
+  display: flex;
+  gap: 12px;
+}
+
+.btn-approve {
+  flex: 1;
+  padding: 12px 24px;
+  font-size: 14px;
+  font-weight: 700;
+  background: var(--accent);
+  color: var(--black);
+  border: 2px solid var(--accent);
+  cursor: pointer;
+  text-transform: uppercase;
+  letter-spacing: 1px;
+  transition: all 0.2s;
+}
+
+.btn-approve:hover:not(:disabled) {
+  background: var(--black);
+  color: var(--accent);
+  border-color: var(--black);
+}
+
+.btn-approve:disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+}
+
+.btn-reject {
+  padding: 12px 24px;
+  font-size: 14px;
+  font-weight: 600;
+  background: var(--white);
+  color: var(--black);
+  border: 2px solid var(--gray-200);
+  cursor: pointer;
+  text-transform: uppercase;
+  letter-spacing: 1px;
+  transition: all 0.2s;
+}
+
+.btn-reject:hover:not(:disabled) {
+  border-color: var(--black);
+}
--- a/frontend/src/components/ValidationForm.jsx
+++ b/frontend/src/components/ValidationForm.jsx
@ -0,0 +1,114 @@
+import { useState } from 'react'
+import { validateResearch } from '../api'
+import './ValidationForm.css'
+
+function ValidationForm({ sessionId, title, location, proposed, analysis, onValidated }) {
+  const benchmarks = proposed?.benchmarks || []
+  const [values, setValues] = useState(
+    benchmarks.reduce((acc, b) => {
+      acc[b.level] = { salary: b.salary }
+      return acc
+    }, {})
+  )
+  const [saving, setSaving] = useState(false)
+  const [done, setDone] = useState(false)
+
+  const handleChange = (level, val) => {
+    setValues((prev) => ({
+      ...prev,
+      [level]: { salary: parseInt(val) || 0 },
+    }))
+  }
+
+  const handleApprove = async () => {
+    if (saving || done) return
+    setSaving(true)
+    try {
+      await validateResearch(sessionId, true, values)
+      setDone(true)
+      onValidated?.()
+    } catch (err) {
+      alert('Failed to save: ' + err.message)
+    } finally {
+      setSaving(false)
+    }
+  }
+
+  const handleReject = async () => {
+    if (saving || done) return
+    setSaving(true)
+    try {
+      await validateResearch(sessionId, false)
+      setDone(true)
+      onValidated?.()
+    } finally {
+      setSaving(false)
+    }
+  }
+
+  if (done) {
+    return (
+      <div className="validation-form">
+        <h4>Benchmark saved for {title} in {location}</h4>
+      </div>
+    )
+  }
+
+  const levelOrder = ['junior', 'mid', 'senior']
+
+  return (
+    <div className="validation-form">
+      <h4>AI Benchmark Proposal for {title} in {location}</h4>
+
+      {proposed?.reasoning && (
+        <p className="reasoning">{proposed.reasoning}</p>
+      )}
+
+      {proposed?.confidence_score != null && (
+        <div className="confidence">
+          Confidence: <strong>{Math.round(proposed.confidence_score * 100)}%</strong>
+        </div>
+      )}
+
+      <table className="validation-table">
+        <thead>
+          <tr>
+            <th>Level</th>
+            <th>Salary</th>
+          </tr>
+        </thead>
+        <tbody>
+          {levelOrder.map((level) => {
+            const v = values[level]
+            if (!v) return null
+            return (
+              <tr key={level}>
+                <td className="level-cell">
+                  <span className={`level-badge level-${level}`}>{level}</span>
+                </td>
+                <td>
+                  <input
+                    type="number"
+                    value={v.salary}
+                    onChange={(e) => handleChange(level, e.target.value)}
+                  />
+                </td>
+              </tr>
+            )
+          })}
+        </tbody>
+      </table>
+
+      <div className="validation-actions">
+        <button className="btn-approve" onClick={handleApprove} disabled={saving}>
+          {saving ? 'Saving...' : 'Approve & Save'}
+        </button>
+        <button className="btn-reject" onClick={handleReject} disabled={saving}>
+          Reject
+        </button>
+      </div>
+    </div>
+  )
+}
+
+export default ValidationForm
--- a/frontend/src/index.css
+++ b/frontend/src/index.css
@ -0,0 +1 @@
+/* All styles in theme.css */
--- a/frontend/src/main.jsx
+++ b/frontend/src/main.jsx
@ -0,0 +1,10 @@
+import { StrictMode } from 'react'
+import { createRoot } from 'react-dom/client'
+import './theme.css'
+import App from './App.jsx'
+
+createRoot(document.getElementById('root')).render(
+  <StrictMode>
+    <App />
+  </StrictMode>,
+)
--- a/frontend/src/pages/LookupPage.css
+++ b/frontend/src/pages/LookupPage.css
@ -0,0 +1,137 @@
+.lookup-page {
+  max-width: 600px;
+}
+
+.form-section {
+  margin-top: 0;
+}
+
+.form-group {
+  margin-bottom: 24px;
+}
+
+.field-label {
+  display: block;
+  font-size: 14px;
+  font-weight: 600;
+  margin-bottom: 8px;
+  text-transform: uppercase;
+  letter-spacing: 0.5px;
+}
+
+.lookup-page input[type="text"],
+.lookup-page textarea {
+  width: 100%;
+  padding: 12px 16px;
+  font-size: 16px;
+  border: 2px solid var(--black);
+  background: var(--white);
+  color: var(--black);
+  transition: all 0.2s;
+}
+
+.lookup-page textarea {
+  min-height: 200px;
+  resize: vertical;
+  font-family: 'Monaco', 'Courier New', monospace;
+}
+
+.lookup-page input:focus,
+.lookup-page textarea:focus {
+  outline: none;
+  box-shadow: 0 0 0 3px rgba(255, 196, 7, 0.3);
+}
+
+.helper-text {
+  font-size: 12px;
+  color: var(--gray-600);
+  margin-top: 8px;
+}
+
+.btn-primary {
+  width: 100%;
+  padding: 14px 24px;
+  font-size: 16px;
+  font-weight: 600;
+  background: var(--black);
+  color: var(--white);
+  border: 2px solid var(--black);
+  cursor: pointer;
+  text-transform: uppercase;
+  letter-spacing: 1px;
+  transition: all 0.2s;
+}
+
+.btn-primary:hover:not(:disabled) {
+  background: var(--accent);
+  color: var(--black);
+  border-color: var(--accent);
+}
+
+.btn-primary:disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+}
+
+.not-found {
+  margin-top: 24px;
+  padding: 20px;
+  border: 2px dashed var(--gray-200);
+  text-align: center;
+}
+
+.not-found p {
+  margin-bottom: 16px;
+  font-size: 15px;
+}
+
+.not-found-list {
+  list-style: none;
+  padding: 0;
+  margin: 0 0 16px;
+  display: flex;
+  flex-wrap: wrap;
+  gap: 8px;
+  justify-content: center;
+}
+
+.not-found-list li {
+  padding: 4px 12px;
+  background: var(--gray-100);
+  border: 1px solid var(--gray-200);
+  font-size: 13px;
+  font-weight: 500;
+}
+
+.btn-research {
+  padding: 12px 24px;
+  font-size: 14px;
+  font-weight: 700;
+  background: var(--accent);
+  color: var(--black);
+  border: 2px solid var(--accent);
+  cursor: pointer;
+  text-transform: uppercase;
+  letter-spacing: 1px;
+  transition: all 0.2s;
+}
+
+.btn-research:hover:not(:disabled) {
+  background: var(--black);
+  color: var(--accent);
+  border-color: var(--black);
+}
+
+.btn-research:disabled {
+  opacity: 0.5;
+  cursor: not-allowed;
+}
+
+.error-banner {
+  padding: 12px 16px;
+  background: #fff0f0;
+  border: 1px solid #ffcdd2;
+  color: #c62828;
+  font-size: 14px;
+  margin-bottom: 24px;
+}
--- a/frontend/src/pages/LookupPage.jsx
+++ b/frontend/src/pages/LookupPage.jsx
@ -0,0 +1,245 @@
+import { useState } from 'react'
+import ModeToggle from '../components/ModeToggle'
+import BenchmarkGrid from '../components/BenchmarkGrid'
+import ResearchProgress from '../components/ResearchProgress'
+import { lookupBenchmarks, bulkLookup, startResearch, bulkResearch } from '../api'
+import './LookupPage.css'
+
+function LookupPage() {
+  const [mode, setMode] = useState('single')
+
+  // Single mode state
+  const [title, setTitle] = useState('')
+  const [location, setLocation] = useState('')
+  const [singleResults, setSingleResults] = useState(null)
+  const [singleNotFound, setSingleNotFound] = useState(false)
+  const [singleResearchSession, setSingleResearchSession] = useState(null)
+
+  // Bulk mode state
+  const [bulkLocation, setBulkLocation] = useState('')
+  const [bulkTitles, setBulkTitles] = useState('')
+  const [bulkFound, setBulkFound] = useState(null)
+  const [bulkNotFound, setBulkNotFound] = useState([])
+  const [bulkResearchSessions, setBulkResearchSessions] = useState([])
+
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState(null)
+
+  const handleSingleLookup = async (e) => {
+    e.preventDefault()
+    setLoading(true)
+    setError(null)
+    setSingleResults(null)
+    setSingleNotFound(false)
+    setSingleResearchSession(null)
+
+    try {
+      const data = await lookupBenchmarks(title, location)
+      if (data) {
+        setSingleResults(data)
+      } else {
+        setSingleNotFound(true)
+      }
+    } catch (err) {
+      setError(err.message)
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  const handleSingleResearch = async () => {
+    setLoading(true)
+    setError(null)
+    try {
+      const data = await startResearch(title, location)
+      setSingleResearchSession(data.session_id)
+      setSingleNotFound(false)
+    } catch (err) {
+      setError(err.message)
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  const handleBulkLookup = async (e) => {
+    e.preventDefault()
+    setLoading(true)
+    setError(null)
+    setBulkFound(null)
+    setBulkNotFound([])
+    setBulkResearchSessions([])
+
+    const titles = bulkTitles
+      .split('\n')
+      .map((t) => t.trim())
+      .filter(Boolean)
+
+    if (titles.length === 0) {
+      setError('Please enter at least one job title')
+      setLoading(false)
+      return
+    }
+
+    try {
+      const data = await bulkLookup(bulkLocation, titles)
+      if (data) {
+        // Flatten found results into a single array
+        const allFound = Object.values(data.found).flat()
+        setBulkFound(allFound.length > 0 ? allFound : null)
+        setBulkNotFound(data.not_found || [])
+      }
+    } catch (err) {
+      setError(err.message)
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  const handleBulkResearch = async () => {
+    setLoading(true)
+    setError(null)
+    try {
+      const data = await bulkResearch(bulkLocation, bulkNotFound)
+      setBulkResearchSessions(data.sessions || [])
+      setBulkNotFound([])
+    } catch (err) {
+      setError(err.message)
+    } finally {
+      setLoading(false)
+    }
+  }
+
+  const handleResearchValidated = () => {
+    // For single mode, re-run the lookup to show saved data
+    if (mode === 'single') {
+      setSingleResearchSession(null)
+      handleSingleLookup({ preventDefault: () => {} })
+    }
+    // For bulk mode, the ValidationForm shows "saved" state on its own
+    // No need to re-trigger anything that would cause duplicate validate calls
+  }
+
+  return (
+    <div className="lookup-page">
+      <ModeToggle mode={mode} setMode={setMode} />
+
+      {error && <div className="error-banner">{error}</div>}
+
+      {mode === 'single' && (
+        <div className="form-section">
+          <form onSubmit={handleSingleLookup}>
+            <div className="form-group">
+              <label className="field-label" htmlFor="title">Job Title</label>
+              <input
+                type="text"
+                id="title"
+                value={title}
+                onChange={(e) => setTitle(e.target.value)}
+                placeholder="e.g., Creative Director"
+                required
+              />
+            </div>
+            <div className="form-group">
+              <label className="field-label" htmlFor="location">Location</label>
+              <input
+                type="text"
+                id="location"
+                value={location}
+                onChange={(e) => setLocation(e.target.value)}
+                placeholder="e.g., New York"
+                required
+              />
+            </div>
+            <button type="submit" className="btn-primary" disabled={loading}>
+              {loading ? 'Looking up...' : 'Get Benchmark'}
+            </button>
+          </form>
+
+          {singleResults && <BenchmarkGrid results={singleResults} />}
+
+          {singleNotFound && (
+            <div className="not-found">
+              <p>No benchmark found for <strong>{title}</strong> in <strong>{location}</strong>.</p>
+              <button className="btn-research" onClick={handleSingleResearch} disabled={loading}>
+                Research This Role
+              </button>
+            </div>
+          )}
+
+          {singleResearchSession && (
+            <ResearchProgress
+              sessionId={singleResearchSession}
+              title={title}
+              location={location}
+              onValidated={handleResearchValidated}
+            />
+          )}
+        </div>
+      )}
+
+      {mode === 'bulk' && (
+        <div className="form-section">
+          <form onSubmit={handleBulkLookup}>
+            <div className="form-group">
+              <label className="field-label" htmlFor="bulkLocation">
+                Location (applies to all titles)
+              </label>
+              <input
+                type="text"
+                id="bulkLocation"
+                value={bulkLocation}
+                onChange={(e) => setBulkLocation(e.target.value)}
+                placeholder="e.g., New York"
+                required
+              />
+            </div>
+            <div className="form-group">
+              <label className="field-label" htmlFor="bulkTitles">
+                Job Titles (one per line)
+              </label>
+              <textarea
+                id="bulkTitles"
+                value={bulkTitles}
+                onChange={(e) => setBulkTitles(e.target.value)}
+                placeholder={"Art Director\nProject Manager\nData Analyst\nUX Designer"}
+                required
+              />
+              <div className="helper-text">Paste multiple job titles, each on a new line</div>
+            </div>
+            <button type="submit" className="btn-primary" disabled={loading}>
+              {loading ? 'Looking up...' : 'Run Bulk Lookup'}
+            </button>
+          </form>
+
+          {bulkFound && <BenchmarkGrid results={bulkFound} title="Found Benchmarks" />}
+
+          {bulkNotFound.length > 0 && (
+            <div className="not-found">
+              <p><strong>{bulkNotFound.length}</strong> role(s) not found:</p>
+              <ul className="not-found-list">
+                {bulkNotFound.map((t) => (
+                  <li key={t}>{t}</li>
+                ))}
+              </ul>
+              <button className="btn-research" onClick={handleBulkResearch} disabled={loading}>
+                Research All Missing Roles
+              </button>
+            </div>
+          )}
+
+          {bulkResearchSessions.map((s) => (
+            <ResearchProgress
+              key={s.session_id}
+              sessionId={s.session_id}
+              title={s.title}
+              location={bulkLocation}
+              onValidated={handleResearchValidated}
+            />
+          ))}
+        </div>
+      )}
+    </div>
+  )
+}
+
+export default LookupPage
--- a/frontend/src/theme.css
+++ b/frontend/src/theme.css
@ -0,0 +1,30 @@
+@import url('https://fonts.googleapis.com/css2?family=Montserrat:wght@400;500;600;700&display=swap');
+
+:root {
+  --black: #000000;
+  --white: #FFFFFF;
+  --accent: #FFC407;
+  --gray-100: #F5F5F5;
+  --gray-200: #E5E5E5;
+  --gray-400: #999999;
+  --gray-600: #666666;
+  --font: 'Montserrat', -apple-system, BlinkMacSystemFont, 'Segoe UI', sans-serif;
+}
+
+* {
+  margin: 0;
+  padding: 0;
+  box-sizing: border-box;
+}
+
+body {
+  font-family: var(--font);
+  background: var(--white);
+  color: var(--black);
+  line-height: 1.6;
+  min-height: 100vh;
+}
+
+input, textarea, button {
+  font-family: var(--font);
+}
--- a/frontend/vite.config.js
+++ b/frontend/vite.config.js
@ -0,0 +1,15 @@
+import { defineConfig } from 'vite'
+import react from '@vitejs/plugin-react'
+
+export default defineConfig({
+  plugins: [react()],
+  server: {
+    port: 5173,
+    proxy: {
+      '/api': {
+        target: 'http://app:8000',
+        changeOrigin: true,
+      },
+    },
+  },
+})
--- a/(7).html
+++ b/(7).html
@ -0,0 +1,235 @@
+<!doctype html >
+<!-- Front-end only. No JS. Ready for backend integration -->
+
+<html lang="en">
+<head>
+  <meta charset="UTF-8" />
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>Salary Benchmark Tool</title>
+  <style>
+    * {
+      margin: 0;
+      padding: 0;
+      box-sizing: border-box;
+    }
+
+    body {
+      font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Arial, sans-serif;
+      background: white;
+      color: black;
+      line-height: 1.6;
+      padding: 40px 20px;
+      min-height: 100vh;
+    }
+
+    .container {
+      max-width: 600px;
+      margin: 0 auto;
+    }
+
+    h1 {
+      font-size: 32px;
+      font-weight: 700;
+      margin-bottom: 8px;
+      letter-spacing: -0.5px;
+    }
+
+    .subtitle {
+      font-size: 16px;
+      color: #666;
+      margin-bottom: 48px;
+    }
+
+    .small-subtitle {
+      font-size: 12px;
+      color: #666;
+      margin-top: -40px;
+      margin-bottom: 32px;
+    }
+
+    .form-group {
+      margin-bottom: 24px;
+    }
+
+    .field-label {
+      display: block;
+      font-size: 14px;
+      font-weight: 600;
+      margin-bottom: 8px;
+      text-transform: uppercase;
+      letter-spacing: 0.5px;
+    }
+
+    input,
+    textarea {
+      width: 100%;
+      padding: 12px 16px;
+      font-size: 16px;
+      border: 2px solid black;
+      background: white;
+      color: black;
+      font-family: inherit;
+      transition: all 0.2s;
+    }
+
+    textarea {
+      min-height: 200px;
+      resize: vertical;
+      font-family: 'Monaco', 'Courier New', monospace;
+    }
+
+    input:focus,
+    textarea:focus {
+      outline: none;
+      box-shadow: 0 0 0 3px rgba(0, 0, 0, 0.1);
+    }
+
+    button {
+      width: 100%;
+      padding: 14px 24px;
+      font-size: 16px;
+      font-weight: 600;
+      background: black;
+      color: white;
+      border: 2px solid black;
+      cursor: pointer;
+      font-family: inherit;
+      text-transform: uppercase;
+      letter-spacing: 1px;
+      transition: all 0.2s;
+    }
+
+    button:hover {
+      background: white;
+      color: black;
+    }
+
+    .helper-text {
+      font-size: 12px;
+      color: #666;
+      margin-top: 8px;
+    }
+
+    .mode-input {
+      display: none;
+    }
+
+    .mode-toggle {
+      display: flex;
+      margin-bottom: 32px;
+      border: 2px solid black;
+    }
+
+    .mode-toggle label {
+      flex: 1;
+      padding: 12px 24px;
+      font-size: 14px;
+      font-weight: 600;
+      background: white;
+      color: black;
+      text-align: center;
+      cursor: pointer;
+      text-transform: uppercase;
+      letter-spacing: 1px;
+      transition: all 0.2s;
+    }
+
+    .mode-toggle label:first-of-type {
+      border-right: 2px solid black;
+    }
+
+    .form-section {
+      display: none;
+    }
+
+    #singleMode:checked ~ .container .mode-toggle label[for="singleMode"] {
+      background: black;
+      color: white;
+    }
+
+    #bulkMode:checked ~ .container .mode-toggle label[for="bulkMode"] {
+      background: black;
+      color: white;
+    }
+
+    #singleMode:checked ~ .container #singleSection {
+      display: block;
+    }
+
+    #bulkMode:checked ~ .container #bulkSection {
+      display: block;
+    }
+  </style>
+</head>
+<body>
+  <input class="mode-input" type="radio" name="mode" id="singleMode" checked>
+  <input class="mode-input" type="radio" name="mode" id="bulkMode">
+
+  <div class="container">
+    <h1>Salary Benchmark Tool</h1>
+    <p class="subtitle">Get salary ranges for different experience levels</p>
+    <p class="small-subtitle">Questions? Reach out to felipeoliveira@oliver.agency</p>
+
+    <div class="mode-toggle">
+      <label for="singleMode">Single Lookup</label>
+      <label for="bulkMode">Bulk Import</label>
+    </div>
+
+    <div id="singleSection" class="form-section">
+      <form id="benchmarkForm">
+        <div class="form-group">
+          <label class="field-label" for="title">Job Title</label>
+          <input
+            type="text"
+            id="title"
+            name="title"
+            placeholder="e.g., Creative Director"
+            required
+          />
+        </div>
+
+        <div class="form-group">
+          <label class="field-label" for="location">Location</label>
+          <input
+            type="text"
+            id="location"
+            name="location"
+            placeholder="e.g., San Francisco"
+            required
+          />
+        </div>
+
+        <button type="submit">Get Benchmark</button>
+      </form>
+    </div>
+
+    <div id="bulkSection" class="form-section">
+      <form id="bulkImportForm">
+        <div class="form-group">
+          <label class="field-label" for="bulkLocation">Location (applies to all titles)</label>
+          <input
+            type="text"
+            id="bulkLocation"
+            name="bulkLocation"
+            placeholder="e.g., San Francisco"
+            required
+          />
+        </div>
+
+        <div class="form-group">
+          <label class="field-label" for="bulkTitles">Job Titles (one per line)</label>
+          <textarea
+            id="bulkTitles"
+            name="bulkTitles"
+            placeholder="Art Director&#10;Project Manager&#10;Data Analyst&#10;UX Designer"
+            required
+          ></textarea>
+          <div class="helper-text">Paste multiple job titles, each on a new line</div>
+        </div>
+
+        <button type="submit">Run Bulk Lookup</button>
+      </form>
+    </div>
+  </div>
+</body>
+</html>
--- a/requirements.txt
+++ b/requirements.txt
@ -0,0 +1,9 @@
+fastapi==0.115.6
+uvicorn[standard]==0.34.0
+sqlalchemy[asyncio]==2.0.36
+asyncpg==0.30.0
+alembic==1.14.1
+pydantic-settings==2.7.1
+httpx==0.28.1
+anthropic==0.42.0
+cohere==5.13.3
				`@ -0,0 +1 @@`
				<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" aria-hidden="true" role="img" class="iconify iconify--logos" width="35.93" height="32" preserveAspectRatio="xMidYMid meet" viewBox="0 0 256 228"><path fill="#00D8FF" d="M210.483 73.824a171.49 171.49 0 0 0-8.24-2.597c.465-1.9.893-3.777 1.273-5.621c6.238-30.281 2.16-54.676-11.769-62.708c-13.355-7.7-35.196.329-57.254 19.526a171.23 171.23 0 0 0-6.375 5.848a155.866 155.866 0 0 0-4.241-3.917C100.759 3.829 77.587-4.822 63.673 3.233C50.33 10.957 46.379 33.89 51.995 62.588a170.974 170.974 0 0 0 1.892 8.48c-3.28.932-6.445 1.924-9.474 2.98C17.309 83.498 0 98.307 0 113.668c0 15.865 18.582 31.778 46.812 41.427a145.52 145.52 0 0 0 6.921 2.165a167.467 167.467 0 0 0-2.01 9.138c-5.354 28.2-1.173 50.591 12.134 58.266c13.744 7.926 36.812-.22 59.273-19.855a145.567 145.567 0 0 0 5.342-4.923a168.064 168.064 0 0 0 6.92 6.314c21.758 18.722 43.246 26.282 56.54 18.586c13.731-7.949 18.194-32.003 12.4-61.268a145.016 145.016 0 0 0-1.535-6.842c1.62-.48 3.21-.974 4.76-1.488c29.348-9.723 48.443-25.443 48.443-41.52c0-15.417-17.868-30.326-45.517-39.844Zm-6.365 70.984c-1.4.463-2.836.91-4.3 1.345c-3.24-10.257-7.612-21.163-12.963-32.432c5.106-11 9.31-21.767 12.459-31.957c2.619.758 5.16 1.557 7.61 2.4c23.69 8.156 38.14 20.213 38.14 29.504c0 9.896-15.606 22.743-40.946 31.14Zm-10.514 20.834c2.562 12.94 2.927 24.64 1.23 33.787c-1.524 8.219-4.59 13.698-8.382 15.893c-8.067 4.67-25.32-1.4-43.927-17.412a156.726 156.726 0 0 1-6.437-5.87c7.214-7.889 14.423-17.06 21.459-27.246c12.376-1.098 24.068-2.894 34.671-5.345a134.17 134.17 0 0 1 1.386 6.193ZM87.276 214.515c-7.882 2.783-14.16 2.863-17.955.675c-8.075-4.657-11.432-22.636-6.853-46.752a156.923 156.923 0 0 1 1.869-8.499c10.486 2.32 22.093 3.988 34.498 4.994c7.084 9.967 14.501 19.128 21.976 27.15a134.668 134.668 0 0 1-4.877 4.492c-9.933 8.682-19.886 14.842-28.658 17.94ZM50.35 144.747c-12.483-4.267-22.792-9.812-29.858-15.863c-6.35-5.437-9.555-10.836-9.555-15.216c0-9.322 13.897-21.212 37.076-29.293c2.813-.98 5.757-1.905 8.812-2.773c3.204 10.42 7.406 21.315 12.477 32.332c-5.137 11.18-9.399 22.249-12.634 32.792a134.718 134.718 0 0 1-6.318-1.979Zm12.378-84.26c-4.811-24.587-1.616-43.134 6.425-47.789c8.564-4.958 27.502 2.111 47.463 19.835a144.318 144.318 0 0 1 3.841 3.545c-7.438 7.987-14.787 17.08-21.808 26.988c-12.04 1.116-23.565 2.908-34.161 5.309a160.342 160.342 0 0 1-1.76-7.887Zm110.427 27.268a347.8 347.8 0 0 0-7.785-12.803c8.168 1.033 15.994 2.404 23.343 4.08c-2.206 7.072-4.956 14.465-8.193 22.045a381.151 381.151 0 0 0-7.365-13.322Zm-45.032-43.861c5.044 5.465 10.096 11.566 15.065 18.186a322.04 322.04 0 0 0-30.257-.006c4.974-6.559 10.069-12.652 15.192-18.18ZM82.802 87.83a323.167 323.167 0 0 0-7.227 13.238c-3.184-7.553-5.909-14.98-8.134-22.152c7.304-1.634 15.093-2.97 23.209-3.984a321.524 321.524 0 0 0-7.848 12.897Zm8.081 65.352c-8.385-.936-16.291-2.203-23.593-3.793c2.26-7.3 5.045-14.885 8.298-22.6a321.187 321.187 0 0 0 7.257 13.246c2.594 4.48 5.28 8.868 8.038 13.147Zm37.542 31.03c-5.184-5.592-10.354-11.779-15.403-18.433c4.902.192 9.899.29 14.978.29c5.218 0 10.376-.117 15.453-.343c-4.985 6.774-10.018 12.97-15.028 18.486Zm52.198-57.817c3.422 7.8 6.306 15.345 8.596 22.52c-7.422 1.694-15.436 3.058-23.88 4.071a382.417 382.417 0 0 0 7.859-13.026a347.403 347.403 0 0 0 7.425-13.565Zm-16.898 8.101a358.557 358.557 0 0 1-12.281 19.815a329.4 329.4 0 0 1-23.444.823c-7.967 0-15.716-.248-23.178-.732a310.202 310.202 0 0 1-12.513-19.846h.001a307.41 307.41 0 0 1-10.923-20.627a310.278 310.278 0 0 1 10.89-20.637l-.001.001a307.318 307.318 0 0 1 12.413-19.761c7.613-.576 15.42-.876 23.31-.876H128c7.926 0 15.743.303 23.354.883a329.357 329.357 0 0 1 12.335 19.695a358.489 358.489 0 0 1 11.036 20.54a329.472 329.472 0 0 1-11 20.722Zm22.56-122.124c8.572 4.944 11.906 24.881 6.52 51.026c-.344 1.668-.73 3.367-1.15 5.09c-10.622-2.452-22.155-4.275-34.23-5.408c-7.034-10.017-14.323-19.124-21.64-27.008a160.789 160.789 0 0 1 5.888-5.4c18.9-16.447 36.564-22.941 44.612-18.3ZM128 90.808c12.625 0 22.86 10.235 22.86 22.86s-10.235 22.86-22.86 22.86s-22.86-10.235-22.86-22.86s10.235-22.86 22.86-22.86Z"></path></svg>