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Identity verification vendors get evaluated on analyst rankings, accuracy rates, and pricing, but the integration phase is where real engineering discipline becomes visible and costs start accumulating. Before signing a contract, request the developer documentation and sandbox environment upfront: how a vendor handles API design, versioning, observability, and security configuration tells you more about long-term fit than any demo will.

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Where onboarding speed and fraud prevention genuinely conflict, and where the trade-off is smaller than it looks.

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A look at where current liveness and presentation-attack detection hold up against generative deepfakes, and where they don't.

Fallback flows, device loss, and account recovery: the parts of a passkey rollout that don't show up in the pitch deck.