AI Model Audit & Verification
AI delivers speed and efficiency. We complement it with independent review — catching the logic errors and flawed assumptions that could prove costly.
The Challenge
More businesses than ever are leveraging AI tools to build financial forecasts, model scenarios, and assess company performance. While these tools offer real speed, they remain prone to hidden logic errors, flawed assumptions, and projections that look polished but do not hold up under scrutiny.
An experienced second look catches these issues before they influence a business decision — giving you greater confidence in the numbers you are presenting, internally or to the market.
Our Solution
ReMAtics acts as your independent review partner for AI-assisted work. Our AI Model Audit & Verification service applies analyst-level scrutiny to your models and forecasts — catching the logic errors, flawed assumptions, and unrealistic projections that automated tools can miss — so your numbers are sound and defensible before they reach the C-suite or the Board.
What We Offer
Model integrity review
Formula logic, circular references, hardcoded vs. linked cells, and assumptions that don't hold up.
Output sanity check
Ratios that don't reconcile, fabricated line items, figures cross-checked against source filings.
Valuation stress-test
Comparables, discount rates, and terminal growth assumptions challenged, not taken at face value.
Fact & source verification
Citations, data points, and quotes checked against original sources.
Editorial & accuracy sign-off
Tone, compliance language, and factual accuracy reviewed before anything goes out.
Assumption audit
Macro narratives checked for internal consistency and currency