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 FlashGPT-5.6 Sol
Quantum Score63QUANTUM SCORE55QUANTUM SCORE
Confidence / coverageModerate confidence · 85% · 3 independent domainsModerate confidence · 85% · 4 independent domains
Context window1,000,000 tokens1,050,000 tokens
Modalities / toolstext, image · vision, tool usetext, image · tool use, vision
Coding5571 +16 vs first
Reasoning9269 -23 vs first
Math6954 -15 vs first
Research——
Agents10020 -80 vs first
Multimodal067 +67 vs first
Speed——
Value6031 -29 vs first
Input / 1M$0.30$4.00
Output / 1M$1.20$20.00
Measured output speed——

02 / EVIDENCE

Published benchmark evidence

BenchmarkDeepSeek V4.1 FlashGPT-5.6 Sol
LiveBench code_completion · 2026-06-25 · Public table; published model effort variant82.609 %
benchmark maintainer ↗
84.783 %
benchmark maintainer ↗
LiveBench code_generation · 2026-06-25 · Public table; published model effort variant77.465 %
benchmark maintainer ↗
83.099 %
benchmark maintainer ↗
LiveBench javascript · 2026-06-25 · Public table; published model effort variant81.818 %
benchmark maintainer ↗
63.636 %
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 ↗
91.693 %
benchmark maintainer ↗
LiveBench theory_of_mind · 2026-06-25 · Public table; published model effort variant80.769 %
benchmark maintainer ↗
84.615 %
benchmark maintainer ↗
LiveBench zebra_puzzle · 2026-06-25 · Public table; published model effort variant100 %
benchmark maintainer ↗
100 %
benchmark maintainer ↗
MMMU-Pro Mercor public leaderboard · MMMU-Pro Mercor public set · Mercor independent evaluation76.6 %
independent lab ↗
83.6 %
independent lab ↗
MedXpertQA MM Mercor public leaderboard · MedXpertQA MM Mercor 200 public tasks · Mercor independent evaluation63.5 %
independent lab ↗
79.5 %
independent lab ↗

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

2026-07-09 · GPT-5.6 Sol released ↗ · source

2026-09-30 verified (test date not published) · gpt-5.6-sol entered LiveBench code_completion (2026-06-25) at 84.783 % · source ↗

2026-09-30 verified (test date not published) · gpt-5.6-sol entered LiveBench code_generation (2026-06-25) at 83.099 % · source ↗

2026-09-30 verified (test date not published) · gpt-5.6-sol entered LiveBench javascript (2026-06-25) at 63.636 % · source ↗

2026-09-30 verified (test date not published) · gpt-5.6-sol entered LiveBench AMPS_Hard (2026-06-25) at 98 % · source ↗

2026-09-30 verified (test date not published) · gpt-5.6-sol entered LiveBench olympiad (2026-06-25) at 91.693 % · source ↗

2026-09-30 verified (test date not published) · gpt-5.6-sol entered LiveBench theory_of_mind (2026-06-25) at 84.615 % · source ↗

2026-09-30 verified (test date not published) · gpt-5.6-sol entered LiveBench zebra_puzzle (2026-06-25) at 100 % · 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.