Functional Prototype / In Development — Not Deployed
A multi-tenant prototype that normalizes federal opportunities, applies explainable qualification rules, connects award context, and keeps bid decisions under human control.
Next.js
React
TypeScript
Supabase
PostgreSQL
SAM.gov
USAspending
Verified media
Rendered application evidence, labeled at its actual stage.
Real local-prototype capture · not a deployed service
Real local-prototype product page · source and human-decision controls
Real local-prototype landing page · opportunity record explicitly labeled illustrative
Business problem
Why this system exists
Small capture teams can lose bid hours to notices that fail location, eligibility, timing, or scope checks after discovery.
Role evidence
What the repositories support
Repository evidence supports ingestion boundaries, deterministic scoring, source-grounded reporting, tenant isolation, test coverage, and controlled provider adapters.
04Tenant review surfaceSupabase/PostgreSQL RLS · human GO / HOLD / NO-GO
Directional architecture view · each handoff remains subject to the controls and limitations documented below.
Core workflow
A controlled path from source to accountable action.
01Collect and preserve public source records
02Normalize, deduplicate, and version notices
03Apply explainable fit and risk checks
04Present evidence for a human GO / HOLD / NO-GO decision
AI boundary
Assistance without invented authority
The core pursuit brief and qualification path are deterministic. Optional model-enhanced summaries are bounded and do not replace source evidence or the human pursuit decision.
Human approval points
Human bid/no-bid decision
Owner approval before pricing, legal, email, billing, or production launch
Manual review when source data is missing or conflicting
Security controls
Tenant-scoped row-level security
Private storage and server-only provider credentials
Verified real-session isolation checks
Reliability controls
Raw-source preservation and versioned records
Retry-safe jobs and deterministic fallbacks
203 unit tests plus browser, database, secret-scan, audit, and build checks
Current limitations
No Vercel production service, live billing, production Supabase, or provider email is active.
Displayed opportunities are illustrative unless tied to an explicit public source record.
Pricing, trial terms, legal text, attachment processing, and launch gates remain subject to review.
Evidence before adjectives
See how claims are admitted, withheld, and corrected.