Holdings evals: Opus 5.5 leads tax prep while GPT-6.1 Sol matches within 2.1 pts at 1/4 the cost

samaysham · x · 2026-10-16

Holdings released its first set of third-party evals mapping performance, cost, and time on two real-world workflows: individual tax prep and helpdesk ticket resolution.

Tax prep: Opus 5.5 leads at 76% accuracy ($5/return), while GPT-6.1 Sol comes within 2.1 percentage points at roughly a quarter of the cost. Charts also show Fable 5.1 hitting 75.5% at $15, GLM 5.3 and Kimi K3 in the $2-7 range, and DeepSeek V4.1 Flash reaching 70% at $0.4.

IT support: GPT-6 Astra leads, with GPT-6 Sol within 5.8 points at 70% lower cost. Opus 5.5 is the most expensive; V4.1 Flash and GLM 5.3 sit on the Pareto frontier; Grok 4.7 trails at 29%.

The author frames these evals as Holdings' way of turning model progress into measurable ROI, and plans to expand them to more business tasks to help track progress on economically valuable work.

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