M&A AI Valuation & Technical Debt Haircut Modeler
Separate durable AI capability from wrapper-on-API theater. Quantify true inference-adjusted gross margins, valuation multiple haircuts, and 100-day post-close EBITDA creation.
Seller Headline Ask
$153.00M
8.5x on $18.00M ARR
Implied Valuation Haircut
-$92.08M
Includes $285,000 remediation CapEx
Risk-Adjusted EV
$60.91M
3.4x defensible multiple
100-Day FinOps EBITDA Lift
+$489,600/yr
+$4.16M exit EV creation
Targets often classify production API calls as R&D to inflate SaaS gross margins.
Pre-LOI Valuation Waterfall
Headline EV vs. Diligence-Adjusted EV
8.5x EV/ARR
Wrapper risk, COGS reclassification & $285,000 escrow
3.4x Risk-Adjusted EV/ARR
100-Day Post-Close Value Creation Plan
How to recover the multiple haircut inside one quarter
Days 1 - 30 | Gateway & FinOps
Cut Inference COGS by ~48%
Insert a unified AI Gateway with prefix caching and cascade routing, unlocking $489,600/yr in direct EBITDA.
Days 31 - 60 | Compliance & ReBAC
Unblock Enterprise Deals
Replace unredacted public API calls with zero-egress VPC endpoints and query-time ReBAC permissions.
Days 61 - 100 | CI Eval Gates
Retire Key-Person Risk
Convert tribal prompt knowledge into versioned code and automated CI evaluation gates across providers.
Deal Team Note: Reclaiming $489,600/yr in inference COGS at a 8.5x exit multiple creates $4.16M in enterprise value for a $285,000 100-day remediation sprint.
Pre-LOI Technical Due Diligence
Attach this schedule to your IC memo.
Export the valuation bridge to CSV, copy the IC summary, or book a free assessment to scope a 5-day red-flag diligence review.