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AI Diligence // Business & professional services
# You're buying billable hours. AI is repricing them.
Staffing, accounting, agencies, engineering, BPO. Here AI doesn't threaten a system — it threatens the delivery model itself . The question isn't whether they use AI. It's whether the work they sell survives it, and whether the headcount leverage your model depends on still holds.
 Book a scoping call → What typically breaks ↓
 The confirmatory assessment — the actual product, not a mockup.
 01 // The four surfaces
## Four surfaces, read for this sector.
The method doesn't change. What changes is where the risk concentrates — and in business & professional services, it concentrates hard.
 Operational — why it matters
Delivery is people. If AI does a third of the work, the leverage model changes and the margin moves — up if the firm owns it, down if a competitor does.
 Product — why it matters
The deliverable is the product. If the client can now generate it themselves , you're buying a commodity at professional-services prices.
 Market — why it matters
Price compression arrives from the client side: procurement is already benchmarking the fee against what AI costs them to do it in-house.
 Financial — why it matters
This whole asset class runs on revenue per head. AI breaks the link between headcount and revenue — in both directions, and only one of them is in your model.
 02 // The failure modes
## What typically breaks in business & professional services.
These are the findings we look for first — ranked by how often they turn up, and what they hit when they do.
 Frequency reflects what we look for and how often it surfaces in this sector — not a published benchmark. Sector baselines are built from completed engagements and released only when the sample supports them.
 03 // One finding, priced
## A finding is only real when it has a number.
 The finding Value at risk What it becomes
 Fees priced per hour on work the firm's own AI tools already complete in a fraction of the time $5.1M Revised revenue model · earnout tied to client retention
 Why it matters Procurement will find this at the next renewal, and reprice the whole book
 Illustrative finding · representative of this sector, not a specific client engagement.
 04 // How you buy it
## Screen fast. Then go deep.
 Pre-LOI
### Flash Screen
A go/no-go read before the diligence budget commits.
 ≈ 10 SME hours included
- Composite score and red-flag triggers
- Sector failure modes checked first
- Screen memo: proceed, price, or pass
 Confirmatory
### Full Assessment
The IC-defensible read, sized to your window.
 ≈ 70 SME hours included
- All eight weighted domains, evidence-linked
- Management and technical interviews
- Findings → terms working session
- IC readout and 100-day plan input
 Sector Healthcare services → Sector Software / SaaS → Sector Insurance & financial services → Sector Industrials & distribution → Sector Business & professional services → Sector AI infrastructure & specialty industrials → Sector Payments & fintech →
## Don't sign for AI you haven't seen.
Bring us the target. We'll score the AI behind it — with the business & professional services failure modes checked first — and hand your deal team the price, the terms, or the walk.
 Book a scoping call →
