AI research agent for an options analytics platform
A subscription analytics platform with 130+ live pages for options flow, dark pool and volatility data, plus an AI research agent on Claude via AWS Bedrock.
- live analytics pages
- 130+
- WebSocket routes
- 100+
- agent tools
- 16
- agent versions shipped
- 8
The challenge
- Client
- Options analytics company (name withheld under NDA)
- Industry
- FinTech · Trading analytics
Traders needed answers about live options flow faster than they could click through dashboards, and the business needed an AI feature it could trust with numbers and afford at scale.
What we built
Core engineering on a four-tier subscription platform with 130+ analytics pages updated live over 100+ WebSocket routes.
AI research agent taken through eight versions, from semantic routing to multi-agent to a single deep agent on Claude via AWS Bedrock, with 16 tools and Postgres-backed conversation state.
Guardrails: server-side tool argument limits, prompt-leak detection, automatic context summarization and a deterministic scoring engine so the model never calculates figures itself.
Per-request LLM cost metering with price snapshots, prompt caching, a page-level chart analysis assistant and Stripe subscription billing.
How the system fits together
The path a request or message takes through the production system, end to end.
- Browser
- WebSocket gateway
- Deep agent · Claude on Bedrock
- 16 tools
- Postgres state
- LangFuse traces