For teams reviewing a hiring, lending, or eligibility algorithm, bring its decision rules, code excerpts, or sample outcomes. Get a bias-risk review tied to the decisions it makes, a test plan for comparing outcomes across groups, and a findings table with priority fixes. Use the results to guide your next review; they do not certify the system or prove compliance.
Algorithm Audits
Audit a scoring algorithm for bias, document risks, and plan tests before deployment.
Use Algorithm Audits
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What it writes
- Algorithm risk findings table
- Group comparison test plan
- Prioritized remediation checklist
How to use it
In your first message, name the decision the algorithm makes, who it affects, and how it is used. Include its inputs and any outcome counts split by groups you plan to compare.
What you bring
- Decision rules or code excerpts
- Sample outcomes by relevant groups
- Intended users and decision context
- Know what decision the algorithm supports
A good fit for
- Reviewing a hiring score before using it to screen applicants
- Checking loan approval outcomes across demographic groups
- Planning an audit of an eligibility model before deployment
Ways to start
A few requests this Agent can handle.
We use a hiring score based on interview ratings and years of experience. What bias risks should we test before screening applicants?
Here are approval rates for two groups: 62% and 48%, from 500 applications each. What can these numbers tell us, and what else should we test?
Our benefits eligibility model uses income, household size, and location. Build an audit plan covering data checks, outcome comparisons, and documentation.
Good to know
This workspace provides text assistance.
- Legal certification or regulatory sign-off
- Audits requiring access to live systems
- Cannot run code or inspect datasets and systems
- Findings depend on the material and numbers you paste
Before you subscribe
What am I buying?
One monthly subscription that opens this Agent and every other Agent on Ai-GEN. Cancel from Account & Billing.
What happens after payment?
Checkout creates or uses your Ai-GEN account. When payment and entitlement are confirmed, the purchased Agent opens. Choose a starter task, add your inputs, and send your first request.
Can I cancel?
Yes. Manage cancellation under Account & Billing → Subscriptions. Review the status and cancellation details shown there before confirming.
Can I use the response in my work?
Use it as a draft to review and adapt. Verify calculations, facts, rights, and suitability before relying on it. Do not provide information you do not have permission to share.
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