AI Due Diligence
AI commercial and technology due diligence for investors and buyers
AI commercial and technology due diligence is an independent review of an AI company before you invest in it, acquire it or partner with it: the commercial case (market, customers, competition, business model and finances) and the technology case (models, data, team and regulatory exposure). The AI Insider advisory team, which says it has evaluated hundreds of AI investments, builds each review on the same data as AI Insider’s market intelligence.
Updated Q4 2026
What we assess in an AI company
One review covers the commercial case and the technology case, because an investment committee or board needs both answered together. Each area separates what the company has shown from what it plans to show.
Commercial due diligence
Market and competition
Market sizing, the competitive field, growth trajectory and positioning, including large model providers who could add the feature to their own products.
Customers and revenue
Customer analysis and revenue analysis: who pays, how concentrated revenue is, and whether pilots are turning into contracts.
Business model and unit economics
Unit economics, customer acquisition cost against lifetime value, pricing strategy and growth metrics, with the cost of compute counted.
Technology due diligence
Technology and data
What the company owns and what it rents: model architecture, data quality, scalability, technical debt and IP protection, tested against evaluation results rather than a demo.
Team and talent
Leadership assessment, key-person risk, research output, the hiring pipeline and culture fit, checked against the milestones the team promised earlier.
Regulatory and compliance
The EU AI Act, data privacy, ethical AI, export controls and governance, so exposure is known before signing.
Who commissions AI commercial and technology due diligence
The buyers are people who have to commit capital or strategy to an AI technology and need an answer they can defend.
Venture capital and private equity
Investors checking an AI company before a round or an acquisition.
Corporate M&A
Corporate development teams assessing an acquisition, a partnership or a vendor choice.
Government and institutional investors
Public bodies and institutions reviewing an AI investment or their exposure to the sector.
AI companies
Founders preparing for a raise or a sale who want to find the hard questions before an investor does.
What you receive
The output is built for the decision at hand and written for the people who have to approve it.
An assessment report
The five areas reported against the claims made to you, with the evidence behind each finding.
A risk framework
The risks ranked by how much they matter to the deal, and what to resolve before signing.
Competitive positioning analysis
Where the company sits among its peers, built from AI Insider’s market intelligence on companies, funding and segments.
An executive-ready presentation
The findings in a form for an investment committee or a board.
How a due diligence engagement runs
Engagements follow four stages, from agreeing the decision to presenting the findings.
Scoping and kickoff
We agree the transaction, the decision and the questions the review must answer, and the access we need to the target.
Deep assessment
The team works through the five areas against the target’s documents and data, and against AI Insider’s market intelligence.
Analysis and synthesis
Findings are tested, ranked by risk and set against the claims in the pitch deck or information memorandum.
Delivery and presentation
You receive the report and risk framework, and the team presents them to your investment committee or board.
The advisory services page describes project engagements as defined-scope work of 4 to 12 weeks. The timeline for a specific deal depends on scope, access to the target’s data room and the transaction calendar.
Why AI Insider for due diligence
The advisory team says it has built AI companies, evaluated hundreds of AI investments and advised governments on national AI strategy.
Intelligence-led assessment
The review starts from the Resonance Intelligence Engine, which reads thousands of sources, so comparisons rest on data and not on a blank page.
Native to the AI sector
AI Insider covers the AI economy every weekday, so the team sees the segment the target competes in, not only the target.
Confidential engagements
You can speak with the team in confidence about an upcoming transaction before you decide how to proceed.
Published work on this topic
These items are published by AI Insider and the Resonance network. The example from the network is not an AI engagement.
AI due diligence checklist
The five areas as questions to put to a target, with the evidence that should come back and the EU AI Act dates.
Read the checklistAI Insider Intelligence Platform
Infrastructure funding, capacity and regulatory intelligence, with every record linked to its source.
See the platformCommercial due diligence, space laser communications
Commercial due diligence on the Optical Communication Terminal market for a US space systems integrator ahead of a potential acquisition, published on The Quantum Insider consulting page.
Read the exampleAI commercial and technology due diligence, answered
What is AI commercial and technology due diligence?
It is an independent review of an AI company before you invest in it, acquire it or partner with it. The commercial half tests the market, customers, competition, business model and finances; the technology half tests the models and data, the team and regulatory exposure. Each finding is reported against what the company has claimed.
Who provides AI commercial and technology due diligence for investors?
The AI Insider advisory team provides it, drawing on the same data as AI Insider’s market intelligence. Investors and buyers also commission AI assessments from management consultancies, technical audit firms and specialist AI assessors. Ask any provider where its company and funding data comes from and who will judge the technology.
What does an AI due diligence review cover?
Commercial areas (market and competition, customers and revenue, business model and unit economics) and technology areas (model architecture, data quality, scalability, technical debt and IP protection, the team, and regulatory and compliance review). The AI due diligence checklist turns each area into questions to put to a target.
How long does AI due diligence take?
The advisory services page describes project engagements as defined-scope work of four to twelve weeks. A single-company review for a live transaction depends on scope, the transaction timeline and how quickly the target opens its data room, and the team confirms the plan when scoping.
Does the EU AI Act come into an AI due diligence review?
Yes, wherever the target sells into the EU. The regulatory and compliance review covers the EU AI Act, data privacy, ethical AI, export controls and governance. The checklist guide gives the Act’s dates as published by the European Commission.
Can we discuss a transaction confidentially?
Yes. Use the form on this page to speak with the due diligence team about an upcoming transaction. The team replies with how it can help and what the right engagement looks like.
Sources
- AI Insider, AI Advisory Services. Service areas, the statement on evaluating hundreds of AI investments, project engagements of 4 to 12 weeks, and the Due Diligence entry (commercial and technical assessments). As of Q4 2026.
- AI Insider, AI Market Intelligence & Data. The Resonance Intelligence Engine. As of Q4 2026.
- AI Insider, AI Due Diligence service page (five areas, four stages, four deliverables), as archived in May 2026.
- The Quantum Insider, Quantum Computing Consulting & Advisory Services. Published due diligence example. As of Q4 2026.
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Talk to the AI Insider due diligence team
Tell us about the transaction and the decision the review should support. The team will respond with how we can help and what the right engagement looks like.
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