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 Fable 5.1Claude Opus 5.5
Quantum ScoreInsufficient verified data73% coverage86QUANTUM SCORE
Confidence / coverageLimited evidence · 73% · 2 independent domainsModerate confidence · 73% · 3 independent domains
Context window1,000,000 tokens1,000,000 tokens
Modalities / toolstext, image · tool use, visiontext, image · tool use, vision
Coding4387 +44 vs first
Reasoning9297 +5 vs first
Math9992 -7 vs first
Research——
Agents40100 +60 vs first
Multimodal——
Speed——
Value2352 +29 vs first
Input / 1M$10.00$4.00
Output / 1M$50.00$20.00
Measured output speed—92 tokens/s · Max effort

02 / EVIDENCE

Published benchmark evidence

BenchmarkClaude Fable 5.1Claude Opus 5.5
Terminal-Bench 4.0 Vals mini-SWE-agent avg@3 fallbacks failed · 4.0 · Vals mini-SWE-agent avg@3; Anthropic fallbacks treated as failures50 %
independent lab ↗
58.08 %
independent lab ↗
ProofBench v1.1 Vals 100 proof tasks · 1.1 · Vals 100 proof tasks; ceiling effect at top scores100 %
independent lab ↗
100 %
independent lab ↗
ProgramBench Vals 200 public tasks raw pass rate · Vals 2026-09-27 · Vals 200 public tasks; raw pass rate; mini-SWE-agent82.7 %
independent lab ↗
87 %
independent lab ↗
LiveBench code_completion · 2026-06-25 · Public table; published model effort variant82.609 %
benchmark maintainer ↗
86.957 %
benchmark maintainer ↗
LiveBench code_generation · 2026-06-25 · Public table; published model effort variant90.141 %
benchmark maintainer ↗
91.549 %
benchmark maintainer ↗
LiveBench javascript · 2026-06-25 · Public table; published model effort variant68.182 %
benchmark maintainer ↗
81.818 %
benchmark maintainer ↗
LiveBench AMPS_Hard · 2026-06-25 · Public table; published model effort variant99 %
benchmark maintainer ↗
98 %
benchmark maintainer ↗
LiveBench olympiad · 2026-06-25 · Public table; published model effort variant92.968 %
benchmark maintainer ↗
93.251 %
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 ↗

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

2026-09-01 · Claude Fable 5.1 released ↗ · source

2026-09-30 verified (test date not published) · claude-fable-5-1 entered LiveBench code_completion (2026-06-25) at 82.609 % · source ↗

2026-09-30 verified (test date not published) · claude-fable-5-1 entered LiveBench code_generation (2026-06-25) at 90.141 % · source ↗

2026-09-30 verified (test date not published) · claude-fable-5-1 entered LiveBench javascript (2026-06-25) at 68.182 % · source ↗

2026-09-30 verified (test date not published) · claude-fable-5-1 entered LiveBench AMPS_Hard (2026-06-25) at 99 % · source ↗

2026-09-30 verified (test date not published) · claude-fable-5-1 entered LiveBench olympiad (2026-06-25) at 92.968 % · source ↗

2026-09-30 verified (test date not published) · claude-fable-5-1 entered LiveBench theory_of_mind (2026-06-25) at 80.769 % · source ↗

2026-09-30 verified (test date not published) · claude-fable-5-1 entered LiveBench zebra_puzzle (2026-06-25) at 100 % · 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.