Single Prompt

Single LLM Call, Structured Output

One prompt · One model API call · One structured JSON response. No frameworks, no orchestration.

👤
User
Mercury Intelligence
Input
company name
⚙️
Flask API
POST /api/brief
Orchestration
structured prompt
🧠
Claude Sonnet
Model knowledge only
Reasoning
JSON response
📋
Account Brief
Validated JSON schema
Output
1
User submits a company name via UI or API
2
Flask constructs a structured prompt with JSON schema instructions
3
Model reasons from training knowledge and returns structured JSON
4
API validates output, adds metadata, returns brief to user