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

MetricClaude Opus 5.5Gemini 3.8 Flash
Quantum Score88QUANTUM SCORE58QUANTUM SCORE
Confidence / coverageModerate confidence · 85% · 4 independent domainsModerate confidence · 85% · 4 independent domains
Context window1,000,000 tokens— tokens
Modalities / toolstext, image · tool use, visiontext, image · vision, tool use
Coding8716 -71 vs first
Reasoning9762 -35 vs first
Math9295 +3 vs first
Research——
Agents10060 -40 vs first
Multimodal9891 -7 vs first
Speed——
Value5356 +3 vs first
Input / 1M$4.00$0.75
Output / 1M$20.00$3.75
Measured output speed92 tokens/s · Max effort—

02 / EVIDENCE

Published benchmark evidence

BenchmarkClaude Opus 5.5Gemini 3.8 Flash
LiveBench code_completion · 2026-06-25 · Public table; published model effort variant86.957 %
benchmark maintainer ↗
71.739 %
benchmark maintainer ↗
LiveBench code_generation · 2026-06-25 · Public table; published model effort variant91.549 %
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 variant93.251 %
benchmark maintainer ↗
92.159 %
benchmark maintainer ↗
LiveBench theory_of_mind · 2026-06-25 · Public table; published model effort variant84.615 %
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 evaluation85.7 %
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.

2026-09-22 · Claude Opus 5.5 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) · claude-opus-5-5 entered LiveBench code_completion (2026-06-25) at 86.957 % · source ↗

2026-09-30 verified (test date not published) · claude-opus-5-5 entered LiveBench code_generation (2026-06-25) at 91.549 % · source ↗

2026-09-30 verified (test date not published) · claude-opus-5-5 entered LiveBench javascript (2026-06-25) at 81.818 % · source ↗

2026-09-30 verified (test date not published) · claude-opus-5-5 entered LiveBench AMPS_Hard (2026-06-25) at 98 % · source ↗

2026-09-30 verified (test date not published) · claude-opus-5-5 entered LiveBench olympiad (2026-06-25) at 93.251 % · source ↗

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