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Capability build Government contracting · Procurement · Internal tooling

RFx-aware contract operating system — a capability build

The internal platform we built to ingest RFx solicitations, extract requirements with an LLM, and emit each contract solution as a standalone deployable app.

Category
Capability build
Industry
Government contracting · Procurement · Internal tooling
Role
Architect, lead engineer, full-stack developer
Scope
End-to-end RFx workflow: intake → requirements → planning → review → building → delivery, with each contract solution emitted as a standalone app
Duration
Active build (capability we own and use on every solicitation we respond to)
Capabilities
AI-Powered Software Development Automated Requirements Extraction LLM-Powered Document Intelligence Workflow & Status Management Trade-Secret & FOIA-Aware Document Handling App-per-Solution Architecture

What this is

The internal platform we built and use to process the RFIs, RFQs, RFPs, and grant solicitations we respond to. It ingests the source solicitation document, extracts metadata and requirements with an LLM, drives a status workflow from intake to delivery, and emits each completed contract solution as a standalone app — independently deployable, no cross-dependencies, ready to be moved to its own repo when the client takes ownership.

The archival-grade document-digitization platform described separately on this page was built and lives as one of these standalone apps.

Why we built it

Government and enterprise contracting work has a long, painful tail: solicitations arrive as PDFs full of mandatory requirements, exhibits, amendments, and Q&A responses; teams ad-hoc respond in Word and email; nothing gets reused; trade-secret marking and public-records discipline are bolted on at the last minute (or forgotten). We wanted to operationalize our own response process — and prove, on ourselves first, that the right software can compress the soft costs of bidding without compromising the rigor.

It also forced us to confront the IP-safety, public-records, and audit-trail design choices we now apply to client systems by default.

What it does

Built with

LayerStack
BackendPython, FastAPI (async ORM with migrations)
FrontendVite + React + TypeScript + Tailwind CSS
DatabasePostgreSQL
Object storageS3-compatible
LLM (intake extraction)Leading frontier LLM
ReproducibilityDocker Compose (clean clone → running stack)

What this means for you

If you operate a workflow where domain-specific documents come in as PDFs and need to be triaged, scoped, planned, and executed — RFx response, grant administration, regulatory submission tracking, complex insurance intake, customer-onboarding ops with heavy paperwork — we can:

Want to see the platform run live on a sample solicitation? Contact us.

Ready to talk about your project?

We respond within one business day.

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