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Automotive Automotive

Agentic reliability and evaluations : Enterprises that got burned by a bad eval are the most likely to remove humans from the loop, not the least

Source: ventureBeat August 12, 2026 · 00:30
Across 108 enterprises, trust in automated agent evaluation rose sharply in July — and the failure rate it is supposed to predict did not move at all. The share of organizations that fully trust automated evaluation nearly tripled, from 5% in June to 13%, and the complaint that evaluations don’t match real-world outcomes fell 10 points. Yet the same share as last month — just under half — shipped an agent that passed its evals and then failed a customer. The reason is visible in the cross-tabs: the new trust belongs almost entirely to enterprises that have not yet been burned. Among those that have, 4% trust automated evaluation; among those that haven’t, 24% do. And getting burned does not slow the march to autonomy — it speeds it up.This is the second wave of the VentureBeat Pulse Resear…
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