Introducing Aliff Copilot
Predictive Intelligence Built for Government Contractors
We are building an AI model trained on 47 years of federal procurement data. Not a chatbot with a government prompt — a purpose-built intelligence engine for BD and capture managers. Launching soon.
Years
Federal Procurement Data
$T+
SLED Market Coverage
States
SLED Intelligence
Every BD manager knows the feeling.
You find an opportunity on SAM.gov. The scope looks right. The NAICS code matches. The set-aside fits. So you start pulling the thread — and within an hour, you are buried in spreadsheets, FPDS searches, and browser tabs, trying to answer questions that should not be this hard: Who is the incumbent? What did they charge? How many times has this contract been recompeted? What is a realistic win probability?
The information exists. It is scattered across FPDS, USAspending, GSA CALC, agency budget justifications, and decades of contract modification records. The problem is not data availability. The problem is that no one has built an intelligence layer on top of it that actually understands what government contractors need.
That is what we are building.
What Aliff Copilot Will Be
Aliff Copilot is our proprietary AI model, currently in training and purpose-built for government contracting. It is being trained on 47 years of federal procurement data from the Federal Procurement Data System. It will understand the entire Federal Acquisition Regulation and the Defense Federal Acquisition Regulation Supplement — not as text it memorizes, but as a regulatory framework it can reason about.
This is not a generic chatbot with a government contracting prompt pasted in front of it. Aliff Copilot is being built from the ground up for one domain. It will know federal agency spending patterns and state-level procurement trends across all 50 states. It will analyze competitor award histories across decades. It will understand pricing benchmarks by NAICS code, agency, and region — in both federal and SLED markets. And it will connect to live government databases during conversations, pulling real data as it works with you.
When you ask it “Who are the top three incumbents for IT services at the Department of Veterans Affairs, and what have they charged over the last five years?” — it will not guess. It will retrieve real award records, analyze pricing trends, and give you an answer grounded in verifiable public data.
Why We Built It
The government contracting intelligence market has a structural problem.
Enterprise platforms like GovWin IQ charge $15,000 to $50,000 per year. Even at that price, they still require human analysts to interpret the data and produce actionable intelligence. Traditional GovCon consultants charge $200 to $500 per hour, which puts sophisticated competitive analysis out of reach for most small businesses.
The result: the contractors who need intelligence the most — small and mid-size firms trying to grow their federal business — are the ones least likely to have it.
And the gap is even wider in SLED markets. The $2 trillion state and local sector has virtually no equivalent intelligence tooling. Contractors pursuing state IT modernization contracts or education technology opportunities are working with even less data than their federal counterparts.
We are building Aliff Copilot to change that. To democratize GovCon intelligence — across both federal and SLED markets — so that a 10-person 8(a) firm pursuing its first prime contract will have access to the same quality of competitive analysis as a publicly traded defense contractor.
What We Are Building
Procurement Intelligence
Ask Aliff Copilot anything about federal procurement, and it will retrieve real answers from real data. Agency spending trends. Contract award histories. NAICS code analysis. Competitor tracking. No plausible-sounding answers from general knowledge — real government database searches that tell you what it finds.
Competitive Analysis
Analyze any contractor's federal footprint. See which agencies they work with, how their contract values have changed over time, where they have won and lost. Identify incumbents on specific contracts and assess their competitive position.
Regulatory Intelligence
Aliff Copilot will not just look up FAR clauses — it will explain what they mean for your specific situation. It will understand the interplay between FAR, DFARS, and agency-specific supplements because it is being trained on the complete regulatory framework.
SLED Market Intelligence
Will cover SLED markets across all 50 states — state government IT procurement, local government purchasing trends, education sector spending, and cooperative purchasing vehicles like Sourcewell. No competitor offers this.
Live Data Tools
Will actively search government data sources during your conversation. Querying SAM.gov, cross-referencing FPDS records, and pulling pricing benchmarks from GSA in real time. Current intelligence, not cached snapshots.
Planned Readiness Assessments
Three tiers of intelligence packages we are building, powered by Aliff Copilot at launch.
Free Assessment
Instant verification of your SAM.gov registration, NAICS codes, and basic eligibility against government databases.
Deep Assessment
20-50 point procurement intelligence report with evidence-backed findings on your competitive position, agency alignment, and certification status.
Strategic Roadmap
Everything in the Deep Assessment plus a prioritized action plan, target agency recommendations, and competitive positioning strategy.
The Four Pillars: Quantitative Intelligence
Our platform is being built on four quantitative intelligence engines — not qualitative guesswork, but data-driven models designed to give you a real edge at launch.
Win Probability Engine
Bayesian analysis that scores your realistic chances of winning. Data-driven calculation based on technical capability, past performance, pricing position, and competitive density.
Recompete Predictor
Early warning intelligence that identifies contracts approaching rebid 6 to 24 months before competitors. Analyzes end dates, option years, and modification histories.
Incumbent Vulnerability
A 0-100 scoring model evaluating whether an incumbent is beatable. Assesses performance trajectory, protest history, and organizational stability.
Price-to-Win Calculator
Data-driven pricing from real benchmarks. Analyzes historical awards, GSA rates, regional variations, and competitor patterns to recommend price ranges.
What Is Coming Next
GAO Protest Analysis
Pattern recognition across protest decisions to inform bid strategy and identify risk factors.
Full Shipley Capture Lifecycle
Structured guidance through every phase, from opportunity identification through proposal submission.
Proposal Intelligence
AI-powered solicitation analysis, compliance matrix generation, and win theme development.
Deeper SLED Analytics
Cooperative contract tracking, agency budget cycle forecasting, and state-specific procurement trends.
Who We Are Building This For
BD Managers
Tracking pipelines across federal and SLED markets
Capture Managers
Building competitive strategies and winning teams
Small Businesses
Entering federal or state/local markets
Growing Contractors
Managing 10-50 active opportunities
SLED-Focused Firms
State IT, education tech, local government
GovCon Consultants
Delivering deeper intelligence to clients
Launching Soon
Aliff Copilot is currently in training. We are teaching it to reason about federal procurement data, regulatory frameworks, and SLED markets at the depth that government contractors need. When it launches, you will be the first to know.
Have questions about what we are building? We would rather talk than pitch. Reach out and tell us what you are working on — we are shaping Aliff Copilot around real contractor needs.
Aliff Solutions is building predictive intelligence for government contractors competing in federal and state/local markets. Our platform is powered by proprietary AI being trained on 47 years of federal procurement data. Launching soon.
Written by
Haroon Haider
CEO, Aliff Solutions
Aliff Solutions provides quantitative intelligence for government contractors. Our team combines decades of federal contracting experience with advanced analytics to help you win more contracts.