PROMETHEUS is an autonomous competitive decision agent built for enterprises that need more than a report — they need a verdict. The system runs four agents in sequence, each with a distinct adversarial role: 1. SCOUT AGENT — deploys Gemini 2.5 Flash with live Google Search grounding to build a real-time evidence base: market data, competitor filings, analyst reports, news signals. Outputs a structured brief with citations. 2. CHALLENGER AGENT — reads Scout's findings and is explicitly instructed to find every reason the opportunity is overrated, the data is misleading, or the thesis is flawed. Real devil's advocacy — not polite hedging. 3. STRATEGIST AGENT — reads both Scout and Challenger. Produces an integrated strategic brief that identifies the core disagreements, weights them, and constructs actionable scenarios. Returns a DisagreementMatrix. 4. DECISION GATE — synthesises all three prior agents and produces the final verdict: GO, NO-GO, or MONITOR, with a calibrated confidence score (0–100%), key conditions, and explicit rationale. Three live scenarios are preloaded for instant demo: - OpenAI Market Entry → NO-GO at 65% confidence - Salesforce vs HubSpot Italy → MONITOR at 62% confidence - Tesla Competitive Threat Europe → GO at 88% confidence The UI populates each agent panel in sequence so judges can watch the reasoning unfold in real time — not just see the final answer. Tech stack: Gemini 2.5 Flash (all agents), Google Search grounding (Scout), FastAPI + Python backend deployed on Vultr Cloud Compute, Streamlit frontend on Streamlit Community Cloud, aiosqlite for analysis history. PROMETHEUS does what no existing AI tool does: it ends with a decision.
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