market-intelligence

Market Intelligence is a generic marketing intelligence system for cited market briefs and competitor analysis. It draws on grounded deep research and an internal research corpus, and is built ports-and-adapters on the Gemini Enterprise Agent Platform. It supports banking and online retail as configurable verticals, and Japan, Australia and Singapore as configurable markets.

Outputs include a MarketBrief with a cited summary, deduplicated claims, scored trends, competitor analysis, and source list for a topic, market, and vertical. A CompetitorAnalysis provides a deterministic competitor-move diff, SWOT, and ranked where-to-play options. Both outputs always set requires_human_review=True.

The system separates deterministic engines from LLM narration. Source/claim dedup with provenance, competitor-move diff, trend scoring, and SWOT / where-to-play synthesis are computed first; the LLM only narrates and drafts over the already-computed result. Every claim carries a citation, and consequential outputs require human review.

Architecture uses a pure-stdlib domain core and typed Protocol ports with interchangeable adapters. Adding a market or vertical is a config + seed change, not a code change. The local profile runs offline with a synthetic corpus, while other profiles use GCP, platform, or on-prem adapters.