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 3.8 Flash
Quantum Score63QUANTUM SCORE58QUANTUM SCORE
Confidence / coverageModerate confidence · 85% · 3 independent domainsModerate confidence · 85% · 4 independent domains
Context window1,000,000 tokens— tokens
Modalities / toolstext, image · vision, tool usetext, image · vision, tool use
Coding5516 -39 vs first
Reasoning9262 -30 vs first
Math6995 +26 vs first
Research——
Agents10060 -40 vs first
Multimodal091 +91 vs first
Speed——
Value6056 -4 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 3.8 Flash
LiveBench code_completion · 2026-06-25 · Public table; published model effort variant82.609 %
benchmark maintainer ↗
71.739 %
benchmark maintainer ↗
LiveBench code_generation · 2026-06-25 · Public table; published model effort variant77.465 %
benchmark maintainer ↗
73.239 %
benchmark maintainer ↗
LiveBench javascript · 2026-06-25 · Public table; published model effort variant81.818 %
benchmark maintainer ↗
72.727 %
benchmark maintainer ↗
LiveBench AMPS_Hard · 2026-06-25 · Public table; published model effort variant98 %
benchmark maintainer ↗
99 %
benchmark maintainer ↗
LiveBench olympiad · 2026-06-25 · Public table; published model effort variant89.081 %
benchmark maintainer ↗
92.159 %
benchmark maintainer ↗
LiveBench theory_of_mind · 2026-06-25 · Public table; published model effort variant80.769 %
benchmark maintainer ↗
76.923 %
benchmark maintainer ↗
LiveBench zebra_puzzle · 2026-06-25 · Public table; published model effort variant100 %
benchmark maintainer ↗
98.25 %
benchmark maintainer ↗
MedXpertQA MM Mercor public leaderboard · MedXpertQA MM Mercor 200 public tasks · Mercor independent evaluation63.5 %
independent lab ↗
84.7 %
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

2026-09-02 · Gemini 3.8 Flash released ↗ · source

2026-09-30 verified (test date not published) · gemini-3-8-flash entered LiveBench code_completion (2026-06-25) at 71.739 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-8-flash entered LiveBench code_generation (2026-06-25) at 73.239 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-8-flash entered LiveBench javascript (2026-06-25) at 72.727 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-8-flash entered LiveBench AMPS_Hard (2026-06-25) at 99 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-8-flash entered LiveBench olympiad (2026-06-25) at 92.159 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-8-flash entered LiveBench theory_of_mind (2026-06-25) at 76.923 % · source ↗

2026-09-30 verified (test date not published) · gemini-3-8-flash entered LiveBench zebra_puzzle (2026-06-25) at 98.25 % · 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.