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Inspiration

Building is not a bottleneck, right opportunity and updated market information and strategic evaluation for calling a data backed decision

What it does

The problem Businesses struggle to keep up with fast-moving industries, new technologies, competitors, customer needs and market trends. The information exists, but it is scattered across news sites, company websites, research and product announcements. Nobody has time to read it all every day, so opportunities are noticed late or not at all.

What StrategyFlow_COS does You choose an industry or market. StrategyFlow_COS then:

Collects relevant news and signals every day (RSS feeds, Google News queries, NewsData.io, FX rates). Tracks the competitors you define: their offering, pricing, speed, strengths and weaknesses. Analyses everything with an open-source LLM served by vLLM on AMD Instinct GPUs. Finds gaps: underserved customer needs and things competitors are not offering. Scores opportunities from 0 to 100, explaining what is changing, what is missing, why it matters and what a business could build or sell. Delivers a daily report in a web console and by email, and keeps a history so you can see trends over time.

Vision: an always-on AI business analyst that helps companies make faster, smarter, data-driven decisions.

How we built it

            ┌──────────────────────────── Web console (web/) ───────────────────────────┐

User ──────▶ │ Overview · Reports · Competitors · Sources · Recipients · Settings │ (Google └───────────────────────────────┬───────────────────────────────────────────┘ sign-in) │ POST /api Authorization: Bearer ▼ ┌──────────────────────── Gateway (gateway/) ───────────────────────────────┐ │ verifies Firebase token → role check → adds engine key → forwards │ └───────────────────────────────┬───────────────────────────────────────────┘ │ POST /webhook/strategyflow-api x-admin-key ▼ ┌──────────────────────── Engine (engine/, n8n) ────────────────────────────┐ │ Admin API: dashboard · save · delete · run · test_ai · test_email · setup │ │ Pipeline (daily 09:00 or on demand): │ │ Airtable inputs → fetch news + FX → build prompt → LLM → score & render │ │ → email → log report │ └──────┬───────────────────────┬──────────────────────────┬─────────────────┘ ▼ ▼ ▼ Airtable (data) vLLM on AMD Instinct GPU Gmail (delivery) (AMD Developer Cloud)

Challenges we ran into

AMD Developer Hackathon: ACT III

Accomplishments that we're proud of

Production Live Enterprise level application Finnovus FinSight, live on google Play

What we learned

What's next for Strategy_Flow_COs

Core engine: collect, analyse, score, report, log Web console with demo mode, industry presets and connector health checks ServerProvider to Host it and LLM provider and Docker stack Gateway with token verification, roles, rate limits and security headers Hybrid explainable opportunity scoring + KPI per action Firebase Google sign-in UI and production deploy (in progress, see the handoff doc) Multi-tenant workspaces (one industry profile per team) Firestore option instead of Airtable Opportunity alerts by WhatsApp or Slack