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AI & climate model bias audits

Know where your bias is.

We measure the bias inside the models your business runs on.

Bias is only where it starts. Downstream it becomes mispriced portfolios, failed audits, regulatory findings and claims nobody forecast. Knowing your number first is the difference between managing the exposure and explaining it.

Who we work with

Who needs this?

Insurers & reinsurers

Find out if your hazard models are quietly mispricing whole regions.

Regulators & supervisors

Independent evidence, in a format that drops straight into a filing.

Boards & risk officers

See your bias exposure before a claimant, an auditor or a journalist does.

Agencies & communities

Show whether a model is protecting the people it was built to protect.

What we do

Four audits. One number each.

Drift

AI in production

How far your model's decisions have moved from the outcomes it was built to produce.

Fairness

Bias & liability

Where outcomes split by gender, race or age, and what that exposure is worth.

Hazard

Climate models

Whether the model behind your exposure estimates over- or under-calls the risk.

Exposure

Real estate & assets

Whether the climate risk priced into a property portfolio matches what is actually on the ground.

Nobody is auditing the models that decide who gets covered.

Driftscope

Get in touch

Tell us what to measure.

A sentence or two is enough. We reply within two working days.

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