Decision workflow
The analysis orchestrator stages refinement, aggregation, retrieval, hypothesis generation, scoring, executive briefing, and trace assembly.
MarketIQ
LLM market-intelligence workflow. One question becomes hypotheses, evidence, and an action plan.
- Kind
- Experiment, not client work
- Domain
- Structured analysis / Qdrant evidence / workflow trace
- Stack
- React · Express · TypeScript · Qdrant · LangSmith
- Verified
01 · Problem
A strategic market question needs to become an auditable decision workflow rather than a one-shot answer.
02 · Evidence
What is demonstrated, and where the claim stops.
Core company and market data for the FreshCart scenario is synthetic/generated. Retrieved public evidence is kept separate and varies in quality.
Demonstrated
- One strategic question can be transformed into a structured decision package.
- Hypotheses, evidence references, actions, and validation tasks can share one typed workflow.
- A cached demo path can remain inspectable when live services are unavailable.
Not demonstrated
- Causal attribution or a validated business recommendation.
- Production evidence quality across all public sources.
- Measured executive time savings or commercial impact.
Known limitations
- The core FreshCart scenario uses synthetic/generated data.
- Public evidence quality and scrape success vary.
- The deterministic path is directional and the optional LLM path may not be active.
What production would require
- Governed client connectors, identity, access control, and data isolation.
- Human review, evidence-quality scoring, and persisted analysis history.
- Monitoring for the API, retrieval layer, orchestration, and model calls.
03 · System flow
5 stages.
- 01Strategic questionExecutive input
- 02Market contextStructured demo data
- 03Evidence retrievalPublic sources
- 04Rank hypothesesDeterministic + optional LLM
- 05Decision packageBrief + trace
04 · Why it is hard
- Evidence separation
- Synthetic business context must not be confused with retrieved public evidence.
- Structured reasoning
- Hypotheses, actions, and validation tasks need a stable contract.
- Demo resilience
- Cached analysis must remain transparent when live integrations are unavailable.
05 · Engineering notes
Evidence boundary
Core FreshCart data is synthetic/generated. Retrieved public evidence uses normalized source identifiers and can vary in quality or availability.
Decision-support limit
The system ranks plausible explanations and next validation steps. It does not establish causality or certify a commercial decision.
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