Artificial Analysis compares Gemini 4 Carbon and Claude Fable 5.2 on MKA tasks

AIArtificial Analysis reports that Gemini 4 Carbon (high) completed a deck-generation task in 76 turns, about an hour, for roughly $8. Claude Fable 5.2 (max) took 224 turns, about three hours, and roughly $68 on the same task. Fable 5.2's deck scored higher, 87% against 72%, while Carbon viewed images 118 times against Fable's 203.

AIArtificial Analysis reports that Claude Fable 5.2 (max) needed 224 turns and 203 image views to finish one MKA task. The task audits building plans for door and window mismatches and reports the findings as a slide deck. The single task cost about $68.

AIArtificial Analysis reports that model rankings vary widely across ten MKA verticals, with no single model dominating. Claude Fable 5.2 leads five verticals, including Software & Data, Engineering, Logistics & Mapping, Business, and Finance, where it shares the lead with Claude Sonnet 5.5 in Finance. Claude Opus 5.5 (max) leads Education and Construction, Gemini 4 Argon (high) leads Science, Gemini 4 Carbon (high) leads Healthcare, and Claude Sonnet 5.5 (max) narrowly leads Law & Government.

AIArtificial Analysis reports that Gemini 4 Carbon (high) completed the same task in 76 turns, about one hour, and roughly $8. Claude Fable 5.2 (max) took 224 turns, about three hours, and roughly $68. Fable 5.2's deck scored higher, 87% versus 72%, and Carbon viewed images 118 times compared with Fable's 203.

AIArtificial Analysis tests models across 10 MKA verticals and finds that no single model dominates. Claude Fable 5.2 leads five verticals, including Software & Data, Engineering, Logistics & Mapping, Business, and Finance, where Claude Sonnet 5.5 shares the lead in Finance. Claude Opus 5.5 (max) leads Education and Construction, Gemini 4 Argon (high) leads Science, Gemini 4 Carbon (high) leads Healthcare, and Claude Sonnet 5.5 (max) narrowly leads Law & Government.

AIArtificial Analysis reports that Claude Fable 5.2 (max) needed 224 turns and 203 image views to finish one MKA task. The task audits building plans for door and window mismatches and reports the findings as a slide deck. The single task cost about $68.