{"i":123,"comparison":{"slug":"gemini-3-flash-vs-claude-sonnet-4-5","a":"gemini-3-flash","b":"claude-sonnet-4-5","title":"Gemini 3 Flash vs Claude Sonnet 4.5","seoTitle":"Gemini 3 Flash vs Claude Sonnet 4.5: measured benchmarks","description":"Gemini 3 Flash vs Claude Sonnet 4.5: 3 measured metrics from 2 studies, with sample sizes, intervals and every failure counted.","verdict":"Gemini 3 Flash and Claude Sonnet 4.5 share 3 measured metrics from 2 studies. No row separates them: every interval or run range overlaps, too few runs were recorded, no interval was recorded, or more is not better for that metric. The rows are 1 tie and 2 unclear; each row says why.","rows":{"$k":["metric","aValue","bValue","unit","aDisplay","bDisplay","winner","basis","studySlug","n","chartId","aN","bN","aContext","bContext","rangeKind","spanKind","aRange","bRange"],"$r":[["Resolved rate on the same 33 SWE-bench Verified instances",0.8182,0.7576,"rate","82% (27/33)","76% (25/33)","tie","The 95% intervals overlap (Gemini 3 Flash 66% to 91%; Claude Sonnet 4.5 59% to 87%), so this sample cannot separate them.","swe-bench-verified",33,"swebench-same-instance-leaderboard",33,33,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","ci95","ci95",[0.6561,0.9139],[0.5898,0.8717]],["Model calls per instance",54.2,51,"calls","54.2","51","unclear","More or fewer calls is not better or worse by itself; this row describes behaviour, not a winner.","swe-bench-verified",33,"swebench-model-calls",33,33,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","\u0001","\u0001","\u0001","\u0001"],["Recorded cost per resolved instance: Agent vs the public panel",0.436,0.913,"usd","$0.44","$0.91","unclear","No interval or range was recorded for either side, so the gap ($0.44 vs $0.91, 2.1x) is not tested against run-to-run variation.","cost-thought-experiments","\u0001","cost-per-resolved-agent-vs-panel",27,25,"effort high · public mini-SWE-agent v2 run, same instances","effort high · public mini-SWE-agent v2 run, same instances","\u0001","\u0001","\u0001","\u0001"]]}}}