PERSONAL OPTIMIZATION ENGINE · PHASE 2

Turn operating data into the next best action.

One auditable decision layer for profit leakage, opportunity ranking, scenario analysis, and outcome learning—designed to stay inside free-tier infrastructure until real usage justifies expansion.

POSTGRESQL RLSORGANIZATION TENANCYOUTCOME LINEAGEZERO QUEUES / ZERO CRON
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Profit Copilot

Persist monthly financial baselines and identify margin leverage.

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Opportunity Engine

Rank contracts, savings, grants, and growth opportunities by expected value.

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Decision Simulator

Compare upside, downside, probability, and reversibility before committing.

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Outcome Learning

Capture realized value so predictions can be calibrated against reality.

COST-CONTROLLED FOUNDATION

One Vercel application. One scale-to-zero Postgres provider.

Authentication, organizations, business records, and audit lineage use the same PostgreSQL boundary. There is no Redis, queue, scheduler, realtime service, or background worker in the Phase 2 baseline.