Claude Opus 4.8 leads down environments at -2.70% across 8 tests; GPT-5.5 leads up environments at +2.11% across 4 tests.
Market environments group resolved rounds by the S&P 500 return over the same weekly or monthly window. Models are compared only on shared rounds; high confidence requires at least six observations and stable leadership.
Medium confidenceMath: deterministicData through Jul 9, 2026
Down Leader Average Return
-2.70%
Down Shared Rounds
8
Down Leader Stability
0.88
Confidence CalibrationAs of Jul 10
All resolved official results36 resolved rounds181 scored resultsMedian confidence 0.55Resolved history
Across resolved official results, submissions at or above the median confidence of 0.55 averaged -0.57%, while lower-confidence submissions averaged -0.36%.
Confidence is the model's own 0-1 self-reported confidence at submission time, compared with later realized returns.
High confidenceMath: deterministicData through Jul 10, 2026
High Confidence Average Return
-0.57%
Low Confidence Average Return
-0.36%
High Confidence Average Capitalbench Score
-15.7
Consensus PerformanceJul 2-Jul 9
Weekly resultCB-2026-07-02-1W6 modelsOracle: Crude Oil (USO), +4.84%Resolved result
If the weekly model allocations were averaged into one consensus portfolio, it returned -0.52% versus +0.93% for the S&P 500 and +4.84% for the hindsight best asset.
Consensus means the average of model allocations in the same round. CapitalBench Score compares that return with the hindsight-best eligible asset for that exact scoring window.
High confidenceMath: deterministicData through Jul 9, 2026
Every ranked model in this set completed the same 23 weekly rounds.
23 shared resolved rounds5 equal-run models rankedQualified at 6+ shared roundsNewest included round: CB-2026-07-02-1W
Shared resolved rounds
CapitalBench Score
Every ranked model has the same included rounds. Calculation.
-19.70.050.0100.0
-4.5
-7.0
-8.4
-17.3
-19.7
-0.2
100.0
Claude Opus 4.8
Grok 4.3
Claude Opus 4.7
GPT-5.5
Gemini 3.1 Pro
S&PS&P 500
MAXMax possibleWhat is this?Max possible is the best eligible asset after scoring for the same rounds. It is a hindsight ceiling, not a model portfolio.hindsight best asset
Higher benchmark score is better.
Claude Opus 4.8Anthropic · 23/23 scored rounds
-4.5
Grok 4.3xAI · 23/23 scored rounds
-7.0
Claude Opus 4.7Anthropic · 23/23 scored rounds
-8.4
GPT-5.5OpenAI · 23/23 scored rounds
-17.3
Gemini 3.1 ProGoogle · 23/23 scored rounds
-19.7
S&PS&P 500S&P 500 · 23/23 scored rounds
-0.2
MAXMax possibleHindsight ceiling, not a model portfolio
What is this?Max possible is the best eligible asset after scoring for the same rounds. It is a hindsight ceiling, not a model portfolio. 100.0
23 shared resolved rounds5 equal-run models rankedQualified at 6+ shared roundsNewest included round: CB-2026-07-02-1W
Return context
Average Return Details
Average portfolio return across the same finished rounds.
Claude Opus 4.8
-0.38%
Grok 4.3
-0.58%
Claude Opus 4.7
-0.70%
GPT-5.5
-1.45%
Gemini 3.1 Pro
-1.64%
S&PS&P 500
-0.02%
MAXMax possibleWhat is this?Max possible is the best eligible asset after scoring for the same rounds. It is a hindsight ceiling, not a model portfolio.
8.33%
Fairness rule: every ranked model completed every included round. A missed round is excluded from this set for everyone.
Equal-run benchmark
Current Monthly Benchmark
Every ranked model in this set completed the same 8 monthly rounds.
8 shared resolved rounds5 equal-run models rankedQualified at 3+ shared roundsNewest included round: CB-2026-06-09-1M
Shared resolved rounds
CapitalBench Score
Every ranked model has the same included rounds. Calculation.
-15.60.050.0100.0
0.5
0.2
-0.4
-9.9
-15.6
-2.6
100.0
Claude Opus 4.8
Grok 4.3
Claude Opus 4.7
Gemini 3.1 Pro
GPT-5.5
S&PS&P 500
MAXMax possibleWhat is this?Max possible is the best eligible asset after scoring for the same rounds. It is a hindsight ceiling, not a model portfolio.hindsight best asset
Higher benchmark score is better.
Claude Opus 4.8Anthropic · 8/8 scored rounds
0.5
Grok 4.3xAI · 8/8 scored rounds
0.2
Claude Opus 4.7Anthropic · 8/8 scored rounds
-0.4
Gemini 3.1 ProGoogle · 8/8 scored rounds
-9.9
GPT-5.5OpenAI · 8/8 scored rounds
-15.6
S&PS&P 500S&P 500 · 8/8 scored rounds
-2.6
MAXMax possibleHindsight ceiling, not a model portfolio
What is this?Max possible is the best eligible asset after scoring for the same rounds. It is a hindsight ceiling, not a model portfolio. 100.0
8 shared resolved rounds5 equal-run models rankedQualified at 3+ shared roundsNewest included round: CB-2026-06-09-1M
Return context
Average Return Details
Average portfolio return across the same finished rounds.
Claude Opus 4.8
0.11%
Grok 4.3
0.03%
Claude Opus 4.7
-0.08%
Gemini 3.1 Pro
-2.07%
GPT-5.5
-3.25%
S&PS&P 500
-0.55%
MAXMax possibleWhat is this?Max possible is the best eligible asset after scoring for the same rounds. It is a hindsight ceiling, not a model portfolio.
20.81%
Fairness rule: every ranked model completed every included round. A missed round is excluded from this set for everyone.
Fair model comparisons
Benchmark Comparison Sets
Sets are living groups. Older sets keep adding shared rounds, while newer model rosters become current automatically
after enough shared results.