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Algorithms make mistakes. We find them.

We provide independent reviews of algorithmic systems in banking and insurance.

  • Catching errors, logic flaws and potential biases that are easy to miss.
  • Uncovering these problems before they hurt your customers, partners, bottom line, or reputation.

 

What we're usually brought in to look for:

  • Calculations that don't match what customers were told.
  • Commissions that don't match broker or partner agreements, paid too high or too low.
  • Biased claims fraud models that waste resources on the wrong investigations and treat some customers unfairly.
  • Flawed scoring that rejects good customers or approves risky ones.

 

How our engagements work:

  • We check results against what was intended (contracts, product terms, policies), not just whether the process was followed.
  • You work directly with Yusuf, who has more than 20 years of experience reviewing systems for banks and insurers.
  • Fixed price, typically in the $50,000 to $150,000 range.
  • Most reviews take 2 to 6 months.
  • Independent: we don't design or build the systems we review.

Why is this so hard to get right?

It’s not because your team is negligent. It’s because FS data and algorithms are tricky.

  • Layers of legacy: New models sit on top of old systems. Errors creep in where the layers meet.

  • Drift: Models that worked perfectly in 2020 might be unfair today.

  • Black Boxes: It's not always easy to explain how a fee or decision was calculated.

 

We get into the weeds

  • Moving beyond a simple scan of your policy documents.

  • Tracing the calculations, stress-testing the logic, and checking the data.

  • Telling you plainly what’s broken and how to fix it, without the complexity.

Our approach is outlined further here.

 

We work with senior leaders

Heads of claims, fraud, credit and partnerships/distribution in insurers, banks and credit unions.

People who want to know their systems are accurate and fair.

If this is your situation, schedule a call. We'll explore your concerns and outline a plan to address them.

 

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