AI RFP Tool · built and operated by Bilions
Winbids
AI-powered federal contracting platform that automates the government proposal lifecycle, built and operated by Bilions.
Overview
Winbids is an AI-powered federal contracting platform engineered to automate and optimize the end-to-end government proposal lifecycle. Built on a data-driven microservices architecture, it accelerates compliance checking, background research, outline creation, and section drafting, matching corporate capabilities against federal RFPs and converting unstructured solicitation text into contract-ready compliance matrices and structured proposal text blocks.
Core corporate expertise
Federal Procurement Workflows
Core processes trace standard government contracting procedures, NAICS industry classifications, set-aside categories, and Department of Defense directives.
Context Orchestration & Hybrid RAG
Dynamic token-budget management with semantic vector search across solicitation text, company resumes, and past-performance indices to build tailored context frames.
Rule-Bounded Compliance Engineering
Enforces federal formatting baselines, automatically generating structured layouts like Compliance Statement bullets and time-bound Project Workplan phases.
Resilient Enterprise AI Architectures
Multi-vendor LLM fallback chains (Claude Sonnet primary, OpenAI backup) with automated, diff-compressed section snapshot versioning.
Live features & functional architecture
Opportunities
Ingestion & Bid Evaluation Engine
Dynamic Rule Scorer
Scores opportunity alignment against corporate profiles, NAICS overlap, set-aside matches, financial thresholds, using a dynamic denominator that prevents missing-data score inflation.
Eligibility Gating & Hard Disqualifiers
Pre-tiering filters intercept unviable opportunities (e.g. a set-aside mismatch), capping the match score at 20 and marking it a Weak Match.
Coverage-Based Confidence Layer
Assigns High, Medium, or Low confidence badges based on data density so low-data flukes never register as false-positive strong matches.
Asynchronous AI Analysis Block
Renders independent qualitative model assessments, capability and past-performance reviews, as advisory context, kept separate from the rules math.
Pipeline
The Lifecycle Pipeline Workspace
Consolidated Kanban Pipeline Board
Tracks opportunities through active proposal phases: Reviewing, Drafting, and Submitted.
Centralized "All Bookmarks" View
A structured directory matching titles, agencies, NAICS markers, and deadlines, highlighting due dates in red inside 7 days.
Lifecycle Staging Persistence
Persists database mutations as cards move across tracking lanes, defaulting new opportunities to Reviewing.
proposal.service.ts
Proposal Generation Module
Two-Pass Outline Generator
Extracts a fixed requirement ledger from the RFP (Pass 1), then builds a custom outline directly around those requirement IDs (Pass 2).
Requirements Traceability Matrix
Auto-generates a matrix mapping every requirement to its proposal section, tracking status as Compliant, Partial, or Gap.
Modular Rich-Text Section Editors
A vertical stream of writing frames per chapter, with formatting toolbars, word counters, compliance badges, and regeneration triggers.
Anti-Placeholder Controls
Hard negative constraints block bracketed markers, outputting clean professional fallback text instead of [...] placeholders.
House Style Extraction Framework
Reverse-engineers structural style from prior winning proposals, bullet-to-prose ratios, sentence openers, callout patterns.
Scope-Fidelity Audit Gate
A background process scores requirement coverage on completed drafts; anything below 0.6 is auto-flagged for review.
Diff-Compressed Version Control
Compressed snapshots on every edit, generation, and rewrite cycle for full version restoration.
Admin
Administrative Dashboard
Macro Operational Analytics
Account counts, active user volumes, and an onboarding completion timeline.
Platform Metric Telemetry
Aggregates total active proposals, total index parameters, and average match-score ratings.
Infrastructure Health & Queue Tracking
Live diagnostics for background systems, database query times, heap memory, and email queue delivery.
User Management Access Matrix
A secure registry for searching profiles, filtering by subscription tier, and managing permissions.
Built for three kinds of users.
Federal contractors
Find and qualify opportunities faster.
Capture teams
Score bids against your past performance.
Proposal writers
Start from compliant drafts, not blank pages.
Questions about Winbids.
How does Winbids score opportunities?
It compares each opportunity with your company profile, including NAICS codes, past performance and set-aside eligibility, and assigns a confidence level.
Does it write the whole proposal?
It drafts compliant sections from your content library. Your team reviews, edits and approves every page.




