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Gemini 3.1 Pro should be your default alternative. GPT-5.four is a detailed second right here and may be preferable for duties that require broad factual knowledge (its SimpleQA lead) rather than deep reasoning chains. For most development teams, the optimal strategy is to not choose one mannequin. In blind human evaluations carried out by impartial research teams in Q1 2026, Claude-generated content material was most well-liked 47% of the time versus 29% for GPT-5.4 and 24% for Gemini 3.1 Pro. Here is where the benchmark information interprets into practical suggestions.
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Budget-sensitive teams ought to replay actual workloads earlier than switching. Coding is the headline, however vision is the shock — picture decision jumped from 1.15MP to three.75MP, enabling dense screenshot analysis that wasn’t viable before. At the identical $5/$25 worth as Opus 4.6, it delivers an 87.6% SWE-bench Verified score (up from 80.8%), a 64.3% SWE-bench Pro rating (up from fifty three.4%), and the most effective MCP Atlas tool-use efficiency of any mannequin (79.1%). The catch is output length — it generates more tokens per task than rivals, which eats into the price benefit at scale. Released February 19, 2026, Gemini 3.1 Pro is Google DeepMind’s most significant mid-cycle replace ever — and the pricing is unchanged from Gemini 3 Pro.
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