What vendors are doing about it

The provider-deployer split is now standard messaging across the recruitment tech market. Vendors who invested early in transparency, human oversight and bias testing will stand apart from those now retrofitting compliance.[14]

Bias-auditing and retrievable audit trails are becoming product features, not optional extras. Recruiters are being advised to ask suppliers for bias-audit results segmented by protected characteristic, complete and retrievable decision logs and the technical documentation deployers need to meet their own obligations.[14, 19]

Carv, a volume-hiring AI platform, frames it commercially: recruitment leaders need to reassess AI software providers against new compliance, transparency and risk-management standards.[20] This is the correct framing. Choosing a recruitment AI tool is now a governance decision, not a buying decision.