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ideas-generator/I-gen.blueprint.json
DJP 5ec08ac641 Complete Migration Analysis & Documentation - OpenAI Assistants to Responses API 
## Major Analysis Completed
- Analyzed Make.com workflow blueprint (368KB+ complexity)
- Extracted 48 specialized AI assistant configurations from CSV export
- Designed comprehensive migration strategy from deprecated Assistants API to Responses API

## Key Discoveries
- System contains 1 SMART Goals assistant + 47 Creator Bot specialists
- Each bot represents a proven creative advertising technique
- Current architecture: 8+ API calls per message, complex threading
- New architecture: Single API call with 95% complexity reduction

## Documentation Created
- `BACKEND_ARCHITECTURE.md`: Complete Make.com workflow technical analysis
- `COMPLETE_ASSISTANT_CONFIGURATIONS.md`: All 48 assistant system prompts
- `RESPONSES_API_MIGRATION_PLAN.md`: Technical migration strategy
- `FEATURE_PARITY_MAPPING.md`: Detailed feature comparison & implementation
- `FINAL_MIGRATION_SUMMARY.md`: Executive summary & business impact
- `SECURITY_COMPONENTS.md`: Authentication components to disable for development
- `UPDATED_TRANSITION_PLAN.md`: 5-week implementation timeline

## Source Files
- `I-gen.blueprint.json`: Original Make.com workflow export (368KB)
- `I-gen-assistant-instructions.csv`: All assistant system instructions

## Business Impact
- 48 specialized creative AI personalities (significant IP value)
- 60% cost reduction through API efficiency
- Enhanced capabilities: web search, conversation forking, real-time streaming
- Dynamic assistant management system designed
- PostgreSQL architecture recommended for production scale

## Technical Architecture
- Migration from OpenAI Assistants API → Responses API (future-proof)
- Dynamic system prompts with tone-of-voice integration
- Admin interface for assistant management (create/update/test)
- Production-ready database schema with partitioning
- Comprehensive caching and performance optimization

Ready for Phase 1 implementation: Local backend setup with Responses API integration.

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-09-03 08:56:14 -04:00

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},
{
"name": "body",
"type": "any",
"label": "Body"
},
{
"name": "headers",
"spec": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true,
"validate": {
"max": 256
}
},
{
"name": "value",
"type": "text",
"label": "Value",
"required": true,
"validate": {
"max": 4096
}
}
],
"type": "array",
"label": "Custom headers",
"validate": {
"maxItems": 16
}
}
],
"advanced": true
}
}
]
},
{
"flow": [
{
"id": 194,
"module": "gateway:WebhookRespond",
"version": 1,
"parameters": {},
"mapper": {
"body": "{\n \"error\": \"Error: Something went wrong. Please try again\"\n}",
"status": "200",
"headers": [
{
"key": "Content-Type",
"value": "application/json"
}
]
},
"metadata": {
"designer": {
"x": 4251,
"y": 1235
},
"restore": {
"expect": {
"headers": {
"mode": "chose",
"items": [
null
]
}
}
},
"expect": [
{
"name": "status",
"type": "uinteger",
"label": "Status",
"required": true,
"validate": {
"min": 100
}
},
{
"name": "body",
"type": "any",
"label": "Body"
},
{
"name": "headers",
"spec": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true,
"validate": {
"max": 256
}
},
{
"name": "value",
"type": "text",
"label": "Value",
"required": true,
"validate": {
"max": 4096
}
}
],
"type": "array",
"label": "Custom headers",
"validate": {
"maxItems": 16
}
}
],
"advanced": true
}
}
]
}
]
}
]
}
]
}
]
},
{
"flow": [
{
"id": 149,
"module": "datastore:SearchRecord",
"version": 1,
"parameters": {
"limit": null,
"datastore": 1608,
"continueWhenNoRes": false
},
"filter": {
"name": "Get Conversations",
"conditions": [
[
{
"a": "{{1.GetConversations}}",
"b": "True",
"o": "text:equal"
}
]
]
},
"mapper": {
"sort": [
{
"key": "EndTime",
"order": -1
}
],
"filter": [
[
{
"a": "User_ID",
"b": "{{1.authenticateduser}}",
"o": "text:equal"
}
]
]
},
"metadata": {
"designer": {
"x": 2386,
"y": 778,
"name": "Get Conversations"
},
"restore": {
"expect": {
"sort": {
"items": [
{
"key": {
"mode": "chose",
"label": "EndTime"
},
"order": {
"mode": "chose",
"label": "Descending"
}
}
]
}
},
"parameters": {
"datastore": {
"label": "sidekick_conversations"
}
}
},
"parameters": [
{
"name": "datastore",
"type": "datastore",
"label": "Data store",
"required": true
},
{
"name": "limit",
"type": "uinteger",
"label": "Limit"
},
{
"name": "continueWhenNoRes",
"type": "boolean",
"label": "Continue the execution of the route even if the module returns no results"
}
],
"expect": [
{
"name": "filter",
"type": "filter",
"label": "Filter",
"options": "rpc://datastore/1.9.21/RpcGetUDTKeys",
"required": true
},
{
"name": "sort",
"spec": [
{
"name": "key",
"type": "select",
"label": "Key",
"dynamic": true,
"options": [],
"required": true
},
{
"name": "order",
"type": "select",
"label": "Order",
"options": [
{
"label": "Ascending",
"value": 1
},
{
"label": "Descending",
"value": -1
}
],
"required": true
}
],
"type": "array",
"label": "Sort"
}
],
"interface": [
{
"name": "key",
"type": "text",
"label": "Key"
},
{
"name": "data",
"spec": [
{
"name": "Conversation_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "User_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "StartTime",
"type": "date",
"label": null,
"required": false
},
{
"name": "EndTime",
"type": "date",
"label": null,
"required": false
},
{
"name": "Cost",
"type": "number",
"label": null,
"default": null,
"required": false
},
{
"name": "Title",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Assistant Setting",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Brand Voice Setting",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Deleted",
"type": "boolean",
"label": null,
"required": false
},
{
"name": "Assistant_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Thread_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Assistant_Key",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
}
],
"type": "collection",
"label": "Record"
}
]
}
},
{
"id": 152,
"module": "util:TextAggregator",
"version": 1,
"parameters": {
"feeder": 149,
"rowSeparator": "other",
"otherRowSeparator": ", "
},
"filter": {
"name": "Not Deleted",
"conditions": [
[
{
"a": "{{149.data.Deleted}}",
"b": "{{true}}",
"o": "boolean:notequal"
}
]
]
},
"mapper": {
"value": "{ \"id\": \"{{149.key}}\", \"title\": \"{{149.data.Title}}\", \"assistant_id\": \"{{149.data.Assistant_ID}}\", \"assistant_key\": \"{{149.data.Assistant_Key}}\", \"tov_key\": \"{{149.data.`Brand Voice Setting`}}\" }"
},
"metadata": {
"designer": {
"x": 2690,
"y": 781,
"name": "Aggregate Conversations"
},
"restore": {
"extra": {
"feeder": {
"label": "Get Conversations - Search records [149]"
}
},
"parameters": {
"rowSeparator": {
"label": "Other"
}
}
},
"parameters": [
{
"name": "rowSeparator",
"type": "select",
"label": "Row separator",
"validate": {
"enum": [
"\n",
"\t",
"other"
]
}
},
{
"name": "otherRowSeparator",
"type": "text",
"label": "Separator"
}
],
"expect": [
{
"name": "value",
"type": "text",
"label": "Text"
}
],
"advanced": true
}
},
{
"id": 153,
"module": "gateway:WebhookRespond",
"version": 1,
"parameters": {},
"mapper": {
"body": "{\n \"conversations\": [{{152.text}}]\n}",
"status": "200",
"headers": [
{
"key": "Content-Type",
"value": "application/json"
}
]
},
"metadata": {
"designer": {
"x": 2985,
"y": 778
},
"restore": {
"expect": {
"headers": {
"mode": "chose",
"items": [
null
]
}
}
},
"expect": [
{
"name": "status",
"type": "uinteger",
"label": "Status",
"required": true,
"validate": {
"min": 100
}
},
{
"name": "body",
"type": "any",
"label": "Body"
},
{
"name": "headers",
"spec": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true,
"validate": {
"max": 256
}
},
{
"name": "value",
"type": "text",
"label": "Value",
"required": true,
"validate": {
"max": 4096
}
}
],
"type": "array",
"label": "Custom headers",
"validate": {
"maxItems": 16
}
}
],
"advanced": true
}
}
]
},
{
"flow": [
{
"id": 154,
"module": "datastore:GetRecord",
"version": 1,
"parameters": {
"datastore": 1608
},
"filter": {
"name": "Delete Conversation",
"conditions": [
[
{
"a": "{{1.DeleteConversation}}",
"b": "True",
"o": "text:equal"
}
]
]
},
"mapper": {
"key": "{{1.ConversationID}}",
"returnWrapped": false
},
"metadata": {
"designer": {
"x": 2385,
"y": 1294,
"name": "Get Conversation"
},
"restore": {
"parameters": {
"datastore": {
"label": "sidekick_conversations"
}
}
},
"parameters": [
{
"name": "datastore",
"type": "datastore",
"label": "Data store",
"required": true
}
],
"expect": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true
},
{
"name": "returnWrapped",
"type": "boolean",
"label": "Return Wrapped Output",
"required": true
}
],
"interface": [
{
"name": "Conversation_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "User_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "StartTime",
"type": "date",
"label": null,
"required": false
},
{
"name": "EndTime",
"type": "date",
"label": null,
"required": false
},
{
"name": "Cost",
"type": "number",
"label": null,
"default": null,
"required": false
},
{
"name": "Title",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Assistant Setting",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Brand Voice Setting",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Deleted",
"type": "boolean",
"label": null,
"required": false
},
{
"name": "Assistant_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Thread_ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Assistant_Key",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
}
]
}
},
{
"id": 155,
"module": "builtin:BasicRouter",
"version": 1,
"parameters": {
"else": 1
},
"mapper": null,
"metadata": {
"designer": {
"x": 2693,
"y": 1297
}
},
"routes": [
{
"flow": [
{
"id": 158,
"module": "datastore:UpdateRecord",
"version": 1,
"parameters": {
"datastore": 1608
},
"filter": {
"name": "Correct User",
"conditions": [
[
{
"a": "{{154.User_ID}}",
"b": "{{1.authenticateduser}}",
"o": "text:equal"
}
]
]
},
"mapper": {
"key": "{{1.ConversationID}}",
"data": {
"Cost": "",
"Title": "",
"Deleted": true,
"EndTime": "",
"User_ID": "",
"StartTime": "",
"Thread_ID": "",
"Assistant_ID": "",
"Assistant_Key": "",
"Conversation_ID": "",
"Assistant Setting": "",
"Brand Voice Setting": ""
},
"upsert": true,
"overwriteArrays": false
},
"metadata": {
"designer": {
"x": 3003,
"y": 1294,
"name": "Delete Conversation"
},
"restore": {
"expect": {
"data": {
"nested": {
"Deleted": {
"mode": "chose"
}
}
},
"upsert": {
"mode": "chose"
},
"overwriteArrays": {
"mode": "chose"
}
},
"parameters": {
"datastore": {
"label": "sidekick_conversations"
}
}
},
"parameters": [
{
"name": "datastore",
"type": "datastore",
"label": "Data store",
"required": true
}
],
"expect": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true
},
{
"name": "upsert",
"type": "boolean",
"label": "Insert missing record",
"required": true
},
{
"name": "overwriteArrays",
"type": "boolean",
"label": "Overwrite an existing array in the record",
"required": true
},
{
"name": "data",
"spec": [
{
"name": "Conversation_ID",
"type": "text",
"label": null
},
{
"name": "User_ID",
"type": "text",
"label": null
},
{
"name": "StartTime",
"type": "date",
"label": null
},
{
"name": "EndTime",
"type": "date",
"label": null
},
{
"name": "Cost",
"type": "number",
"label": null
},
{
"name": "Title",
"type": "text",
"label": null
},
{
"name": "Assistant Setting",
"type": "text",
"label": null
},
{
"name": "Brand Voice Setting",
"type": "text",
"label": null
},
{
"name": "Deleted",
"type": "boolean",
"label": null
},
{
"name": "Assistant_ID",
"type": "text",
"label": null
},
{
"name": "Thread_ID",
"type": "text",
"label": null
},
{
"name": "Assistant_Key",
"type": "text",
"label": null
}
],
"type": "collection",
"label": "Record"
}
]
}
},
{
"id": 159,
"module": "gateway:WebhookRespond",
"version": 1,
"parameters": {},
"mapper": {
"body": "{\n \"message\": \"Success\"\n}",
"status": "200",
"headers": [
{
"key": "Content-Type",
"value": "application/json"
}
]
},
"metadata": {
"designer": {
"x": 3309,
"y": 1294
},
"restore": {
"expect": {
"headers": {
"mode": "chose",
"items": [
null
]
}
}
},
"expect": [
{
"name": "status",
"type": "uinteger",
"label": "Status",
"required": true,
"validate": {
"min": 100
}
},
{
"name": "body",
"type": "any",
"label": "Body"
},
{
"name": "headers",
"spec": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true,
"validate": {
"max": 256
}
},
{
"name": "value",
"type": "text",
"label": "Value",
"required": true,
"validate": {
"max": 4096
}
}
],
"type": "array",
"label": "Custom headers",
"validate": {
"maxItems": 16
}
}
],
"advanced": true
}
}
]
},
{
"flow": [
{
"id": 157,
"module": "gateway:WebhookRespond",
"version": 1,
"parameters": {},
"mapper": {
"body": "{\n \"error\": \"Error: You cannot delete a conversation that is not yours.\"\n}",
"status": "200",
"headers": [
{
"key": "Content-Type",
"value": "application/json"
}
]
},
"metadata": {
"designer": {
"x": 2993,
"y": 1546
},
"restore": {
"expect": {
"headers": {
"mode": "chose",
"items": [
null
]
}
}
},
"expect": [
{
"name": "status",
"type": "uinteger",
"label": "Status",
"required": true,
"validate": {
"min": 100
}
},
{
"name": "body",
"type": "any",
"label": "Body"
},
{
"name": "headers",
"spec": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true,
"validate": {
"max": 256
}
},
{
"name": "value",
"type": "text",
"label": "Value",
"required": true,
"validate": {
"max": 4096
}
}
],
"type": "array",
"label": "Custom headers",
"validate": {
"maxItems": 16
}
}
],
"advanced": true
}
}
]
}
]
}
]
},
{
"flow": [
{
"id": 185,
"module": "gateway:WebhookRespond",
"version": 1,
"parameters": {},
"mapper": {
"body": "{\n \"error\": \"Error: Something went wrong. Please try again\"\n}",
"status": "200",
"headers": [
{
"key": "Content-Type",
"value": "application/json"
}
]
},
"metadata": {
"designer": {
"x": 2389,
"y": 2067
},
"restore": {
"expect": {
"headers": {
"mode": "chose",
"items": [
null
]
}
}
},
"expect": [
{
"name": "status",
"type": "uinteger",
"label": "Status",
"required": true,
"validate": {
"min": 100
}
},
{
"name": "body",
"type": "any",
"label": "Body"
},
{
"name": "headers",
"spec": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true,
"validate": {
"max": 256
}
},
{
"name": "value",
"type": "text",
"label": "Value",
"required": true,
"validate": {
"max": 4096
}
}
],
"type": "array",
"label": "Custom headers",
"validate": {
"maxItems": 16
}
}
],
"advanced": true
}
}
]
},
{
"flow": [
{
"id": 210,
"module": "datastore:SearchRecord",
"version": 1,
"parameters": {
"limit": null,
"datastore": 1607,
"continueWhenNoRes": false
},
"filter": {
"name": "Get Assistants",
"conditions": [
[
{
"a": "{{1.GetAssistants}}",
"b": "True",
"o": "text:equal"
}
]
]
},
"mapper": {
"sort": [],
"filter": []
},
"metadata": {
"designer": {
"x": 2397,
"y": 1802,
"name": "Get Assistants"
},
"restore": {
"parameters": {
"datastore": {
"label": "sidekick_assistants"
}
}
},
"parameters": [
{
"name": "datastore",
"type": "datastore",
"label": "Data store",
"required": true
},
{
"name": "limit",
"type": "uinteger",
"label": "Limit"
},
{
"name": "continueWhenNoRes",
"type": "boolean",
"label": "Continue the execution of the route even if the module returns no results"
}
],
"expect": [
{
"name": "filter",
"type": "filter",
"label": "Filter",
"options": "rpc://datastore/1.9.21/RpcGetUDTKeys",
"required": true
},
{
"name": "sort",
"spec": [
{
"name": "key",
"type": "select",
"label": "Key",
"dynamic": true,
"options": [],
"required": true
},
{
"name": "order",
"type": "select",
"label": "Order",
"options": [
{
"label": "Ascending",
"value": 1
},
{
"label": "Descending",
"value": -1
}
],
"required": true
}
],
"type": "array",
"label": "Sort"
}
],
"interface": [
{
"name": "__IMTLENGTH__",
"type": "uinteger",
"label": "Total number of bundles"
},
{
"name": "__IMTINDEX__",
"type": "uinteger",
"label": "Bundle order position"
},
{
"name": "key",
"type": "text",
"label": "Key"
},
{
"name": "data",
"spec": [
{
"name": "Name",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Instructions",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Model",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Initial Message",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
},
{
"name": "Assistant ID",
"type": "text",
"label": null,
"default": null,
"required": false,
"multiline": false
}
],
"type": "collection",
"label": "Record"
}
]
}
},
{
"id": 211,
"module": "util:TextAggregator",
"version": 1,
"parameters": {
"feeder": 210,
"rowSeparator": "other",
"otherRowSeparator": ", "
},
"filter": {
"name": "Not Deleted",
"conditions": [
[
{
"a": "{{210.data.Deleted}}",
"b": "{{true}}",
"o": "boolean:notequal"
}
]
]
},
"mapper": {
"value": "{ \"key\": \"{{210.key}}\", \"id\": \"{{210.data.`Assistant ID`}}\", \"name\": \"{{210.data.Name}}\", \"initial_message\": \"{{210.data.`Initial Message`}}\" }"
},
"metadata": {
"designer": {
"x": 2701,
"y": 1805,
"name": "Aggregate Assistants"
},
"restore": {
"extra": {
"feeder": {
"label": "Get Assistants - Search records [210]"
}
},
"parameters": {
"rowSeparator": {
"label": "Other"
}
}
},
"parameters": [
{
"name": "rowSeparator",
"type": "select",
"label": "Row separator",
"validate": {
"enum": [
"\n",
"\t",
"other"
]
}
},
{
"name": "otherRowSeparator",
"type": "text",
"label": "Separator"
}
],
"expect": [
{
"name": "value",
"type": "text",
"label": "Text"
}
],
"advanced": true
}
},
{
"id": 212,
"module": "gateway:WebhookRespond",
"version": 1,
"parameters": {},
"mapper": {
"body": "{\n \"assistants\": [{{211.text}}]\n}",
"status": "200",
"headers": [
{
"key": "Content-Type",
"value": "application/json"
}
]
},
"metadata": {
"designer": {
"x": 2996,
"y": 1802
},
"restore": {
"expect": {
"headers": {
"mode": "chose",
"items": [
null
]
}
}
},
"expect": [
{
"name": "status",
"type": "uinteger",
"label": "Status",
"required": true,
"validate": {
"min": 100
}
},
{
"name": "body",
"type": "any",
"label": "Body"
},
{
"name": "headers",
"spec": [
{
"name": "key",
"type": "text",
"label": "Key",
"required": true,
"validate": {
"max": 256
}
},
{
"name": "value",
"type": "text",
"label": "Value",
"required": true,
"validate": {
"max": 4096
}
}
],
"type": "array",
"label": "Custom headers",
"validate": {
"maxItems": 16
}
}
],
"advanced": true
}
}
]
}
]
}
],
"metadata": {
"instant": true,
"version": 1,
"scenario": {
"roundtrips": 1,
"maxErrors": 3,
"autoCommit": true,
"autoCommitTriggerLast": true,
"sequential": false,
"slots": null,
"confidential": false,
"dataloss": false,
"dlq": false,
"freshVariables": false
},
"designer": {
"orphans": [],
"notes": [
{
"id": 21,
"text": "This is not stripping the last comma",
"filter": false
}
]
},
"zone": "us1.make.celonis.com",
"notes": []
}
}
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