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.

Sanket Panchal, Product OwnerViraj Dasondi, Director of Software DevelopmentMalhar Desai, Director of Operations & Delivery

Your first call is with a senior engineer from our team.

Want to see Winbids live?

We run these platforms ourselves, so we live with every decision we make.

Prefer email? Write to care@bilions.co and a senior engineer will reply within one business day.