Bias, fairness & content provenance RFP Questions

Questions on bias and fairness testing, how results are measured across demographic groups, where training data came from, content provenance, and what the vendor does when you find bias after deployment.

105 questions to put to a software vendor, each with the reason to ask it, what a good answer looks like, the red flags and the follow-ups. Delivered as an Excel workbook that scores the answers for you.

Inside the Workbook

• 25 RFI questions for the long list
• 41 RFP questions for the shortlist
• 39 deep-dive questions for the finalists
• An evaluator guide on every question: why it matters, good-answer signals, red flags and follow-ups
• A weighted scorecard that totals each depth and each section from your 0–5 scores
• An RFP cover template in Word, to send with the questions

Sections

• Bias evaluation methodology & cadence (22)
• Fairness metrics reported & demographic slices (24)
• Training & evaluation data provenance (32)
• Customer-facing remediation & escalation (27)

How the Questions Were Checked

A language model drafted the questions and a second model critiqued them. They were then audited in three passes for wrong citations, outdated standards, invented thresholds and unsupported claims. The audit made 154 changes, and the workbook lists every one with the old and new text.

Built For

IT, security and procurement teams running a software selection, and consultancies running one for a client. The Consultancy License covers use with any number of clients.