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Trust in automated evaluations rises to 13% amid performance failures

Trust in automated evaluations among enterprises surged from 5% to 13% in July, despite ongoing performance failures, highlighting a divide between companies with negative experiences and those withoโ€ฆ

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
VentureBeat โ€” 12 August 2026
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Trust in automated agent evaluations surged in July among 108 enterprises, despite a consistent failure rate in real-world performance. The percentage of organizations fully trusting these evaluations nearly tripled, rising from 5% in June to 13%. Meanwhile, the number of businesses reporting that evaluations do not align with actual outcomes dropped by 10 points. However, nearly half of these companies still deployed agents that passed evaluation tests but ultimately failed to meet customer expectations.

The increase in trust is primarily seen among enterprises that have not yet experienced failures with automated evaluations. Only 4% of organizations that have been burned by past failures now trust the evaluation process. In contrast, 24% of those without negative experiences report confidence in the evaluations. This stark contrast highlights a growing divide between companies that have faced setbacks and those that are still optimistic about the technology.

Interestingly, the trend indicates that companies that have encountered failures are not retreating from automation. Instead, they are accelerating their efforts to remove humans from the decision-making loop. The findings come from the second wave of the VentureBeat Pulse Research agent reliability tracker, which offers insights into shifts in perceptions rather than just static data. July's results provide a clearer picture of how trust in automated evaluations is evolving over time.

The implications of this shift are significant. As trust in automated systems grows, so does the reliance on these technologies, even among those with past failures. Businesses appear willing to take greater risks in pursuit of efficiency and autonomy, which could reshape customer service and operational strategies across various sectors. Future evaluations will likely need to address this disparity in trust to ensure that automation can be both reliable and effective.

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