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// 1h agoBENCHMARK RESULT
Voir Labs Tests No-Buy Gate for AI Shopping
Voir Labs built a checkout gate that lets shopping agents decline a purchase when no product satisfies the shopper’s constraints. It targets Visa’s benchmark finding that 54% of failed runs still ended with an incorrect purchase.
// ANALYSIS
The important shift is treating “buy nothing” as a valid agent outcome, not a failure state.
- –Refusal gates can prevent confident agents from converting uncertainty into bad orders
- –Visa’s 57.2% overall pass rate shows product selection still needs stronger evaluation
- –The gate should validate requirements, not merely check whether an agent reached checkout
- –Developers need auditable decision logs, human escalation, and configurable risk thresholds
- –False refusals remain a tradeoff: overly strict gates can hurt conversion and user trust
// TAGS
voir-labsagentweb-agentevaluationbenchmarkguardrailssafety
DISCOVERED
1h ago
2026-11-10
PUBLISHED
1h ago
2026-11-10
RELEVANCE
8/ 10
AUTHOR
voir_labs