vCX-Hard - Non-Hallucination (Reasoning): leaderboard

vCX-Hard non-hallucination rate in each model's best configuration with reasoning enabled. Higher is better. Source: retellai.com/blog/vcx-hard-benchmark.

Metric: Non-Hallucination Rate (%). Source: www.retellai.com. Saturation forecast: Around February 2027. 27 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.588#33
2Gemini 3.1 Pro (Preview)83.6#64
3GPT-5.483.3#83
4GLM-5.182.7#109
5Claude Sonnet 4.681.6#94
6GPT-5.281.6#115
7GPT-5.181#145
8Gemini 3.5 Flash80.7#66
9Claude Sonnet 4.580.6#148
10Gemini 3 Flash80.1#103
11GPT-578.8#105
12Claude Haiku 4.578.7#287
13Gemini 3.1 Flash Lite77.7#200
14Gemini 2.5 Pro77.2#159
15Grok 4.376.3#204

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=vcx-hard-non-hallucination-reasoning · How It Works · Data refreshed daily, snapshot 2026-11-05.