THE SCOREBOARD FOR WHAT'S NEXTAI + QUANTUM, SCORED. COMPARED. EXPLAINED.
AIQUANTUMSCORE.

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Pick two to four models. Compare category evidence, price, context, speed and capabilities side by side.

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01 / SCORECARD

Coding focus · side by side

MetricDeepSeek V4.1 FlashGemini 3.7 Flash
Quantum ScoreInsufficient verified data73% coverageInsufficient verified data73% coverage
Confidence / coverageLimited evidence · 73% · 2 independent domainsLimited evidence · 73% · 2 independent domains
Context window1,000,000 tokens— tokens
Modalities / toolstext, image · vision, tool usetext, image · vision, tool use
Coding5544 -11 vs first
Reasoning9291 -1 vs first
Math6981 +12 vs first
Research——
Agents10020 -80 vs first
Multimodal——
Speed——
Value7551 -24 vs first
Input / 1M$0.30$0.75
Output / 1M$1.20$3.75
Measured output speed——

02 / EVIDENCE

Published benchmark evidence

BenchmarkDeepSeek V4.1 FlashGemini 3.7 Flash
SkillsBench Vals OpenHands with skills · Vals 2026-09-27 · Vals OpenHands harness with skills69.8 %
independent lab ↗
65.89 %
independent lab ↗
LiveBench code_completion · 2026-06-25 · Public table; published model effort variant82.609 %
benchmark maintainer ↗
76.087 %
benchmark maintainer ↗
LiveBench code_generation · 2026-06-25 · Public table; published model effort variant77.465 %
benchmark maintainer ↗
81.69 %
benchmark maintainer ↗
LiveBench javascript · 2026-06-25 · Public table; published model effort variant81.818 %
benchmark maintainer ↗
68.182 %
benchmark maintainer ↗
LiveBench AMPS_Hard · 2026-06-25 · Public table; published model effort variant98 %
benchmark maintainer ↗
98 %
benchmark maintainer ↗
LiveBench olympiad · 2026-06-25 · Public table; published model effort variant89.081 %
benchmark maintainer ↗
91.794 %
benchmark maintainer ↗
LiveBench theory_of_mind · 2026-06-25 · Public table; published model effort variant80.769 %
benchmark maintainer ↗
82.692 %
benchmark maintainer ↗
LiveBench zebra_puzzle · 2026-06-25 · Public table; published model effort variant100 %
benchmark maintainer ↗
94.5 %
benchmark maintainer ↗

AS THE EVIDENCE CHANGED

Comparison history

Dated releases, price events, and benchmark publications. A price or test change can alter the factual comparison; this timeline does not pick a winner.

2026-09-10 · DeepSeek V4.1 Flash released ↗ · source

2026-08-13 · Gemini 3.7 Flash released ↗ · source

2026-09-30 verified (test date not published) · gemini-3-7-flash entered LiveBench code_completion (2026-06-25) at 76.087 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-7-flash entered LiveBench code_generation (2026-06-25) at 81.69 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-7-flash entered LiveBench javascript (2026-06-25) at 68.182 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-7-flash entered LiveBench AMPS_Hard (2026-06-25) at 98 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-7-flash entered LiveBench olympiad (2026-06-25) at 91.794 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-7-flash entered LiveBench theory_of_mind (2026-06-25) at 82.692 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-7-flash entered LiveBench zebra_puzzle (2026-06-25) at 94.5 % · source ↗

2026-09-30 verified (test date not published) · deepseek-v4-1-flash entered LiveBench code_completion (2026-06-25) at 82.609 % · source ↗

2026-09-30 verified (test date not published) · deepseek-v4-1-flash entered LiveBench code_generation (2026-06-25) at 77.465 % · source ↗

2026-09-30 verified (test date not published) · deepseek-v4-1-flash entered LiveBench javascript (2026-06-25) at 81.818 % · source ↗

2026-09-30 verified (test date not published) · deepseek-v4-1-flash entered LiveBench AMPS_Hard (2026-06-25) at 98 % · source ↗

2026-09-30 verified (test date not published) · deepseek-v4-1-flash entered LiveBench olympiad (2026-06-25) at 89.081 % · source ↗

An overall score appears only after enough current, comparable, independently sourced results exist. Pricing and individual benchmark results remain visible meanwhile.