Claude Opus 4.8
Anthropic
Average return across every market type with enough data.
A market regime is simply a type of market move: falling, flat, or rising. See which AI model portfolios do best in each one. Every market type gets the same importance in the main ranking.
Start here for the result. The charts and exact numbers below explain it.
Anthropic
Average return across every market type with enough data.
S&P 500 average return across the same market types: +0.07%
2 market types have enough matching results. Each ranked model contributes 7 results.
Anthropic
Average return across every market type with enough data.
S&P 500 average return across the same market types: -0.72%
4 market types have enough matching results. Each ranked model contributes 16 results.
Important: Claude Opus 4.8 ranks first among the models, but the S&P 500 still did better across the same market types.
Models are ranked by their average return across the market types that have enough data.
Bars to the right are gains. Bars to the left are losses.
100 is the best possible result after the fact. It is a reference, not a real portfolio.
Rank follows average return. The other columns show how the result was built.
| Rank and model | Average return | Difference from S&P | CapitalBench Score | Market types | Results used | Beat S&P |
|---|---|---|---|---|---|---|
| 1 | +0.41% | +0.34 points | 0.4 | 2/2 | 7 | 57.14% |
| 2 | +0.40% | +0.33 points | 0.1 | 2/2 | 7 | 71.43% |
| 3 | +0.20% | +0.13 points | -0.5 | 2/2 | 7 | 71.43% |
| 4 | -1.86% | -1.93 points | -10.6 | 2/2 | 7 | 0.00% |
| 5 | -3.44% | -3.51 points | -17.1 | 2/2 | 7 | 28.57% |
Bars to the right are gains. Bars to the left are losses.
100 is the best possible result after the fact. It is a reference, not a real portfolio.
Rank follows average return. The other columns show how the result was built.
| Rank and model | Average return | Difference from S&P | CapitalBench Score | Market types | Results used | Beat S&P |
|---|---|---|---|---|---|---|
| 1 | -1.20% | -0.49 points | -32.8 | 4/4 | 16 | 31.25% |
| 2 | -1.46% | -0.74 points | -38.9 | 4/4 | 16 | 37.50% |
| 3 | -1.73% | -1.01 points | -42.1 | 4/4 | 16 | 31.25% |
| 4 | -2.14% | -1.42 points | -57.7 | 4/4 | 16 | 25.00% |
| 5 | -2.60% | -1.88 points | -63.9 | 4/4 | 16 | 31.25% |
These models are shown, but they do not receive a rank until they have enough matching results in every market type used.
| Model | Return so far | Difference from S&P | Market types | Results used |
|---|---|---|---|---|
| +1.56% | +0.41 points | 1/4 | 4 |
Each chart uses the same dates for every model shown, with the S&P 500 beside them.
S&P < -1.0%
Grok 4.3 ranks first here with a -1.27% return, beating the S&P 500 by 0.70 points.
Both charts use the same scale, with zero in the middle.
| Model | Return | vs S&P |
|---|---|---|
| S&P S&P 500 | -1.97% | Comparison |
| 1 | -1.27% | +0.70 points |
| 2 | -1.33% | +0.65 points |
| 3 | -1.80% | +0.18 points |
| 4 | -3.87% | -1.89 points |
| 5 | -4.17% | -2.20 points |
S&P > +1.0%
Claude Opus 4.7 ranks first here with a +2.79% return, beating the S&P 500 by 0.97 points.
Both charts use the same scale, with zero in the middle.
| Model | Return | vs S&P |
|---|---|---|
| S&P S&P 500 | +1.82% | Comparison |
| 1 | +2.79% | +0.97 points |
| 2 | +2.50% | +0.68 points |
| 3 | +2.20% | +0.38 points |
| 4 | +0.93% | -0.89 points |
| 5 | -1.71% | -3.53 points |
S&P < -0.5%
Claude Opus 4.8 ranks first among the models, but the S&P 500 did better by 0.69 points.
Both charts use the same scale, with zero in the middle.
| Model | Return | vs S&P |
|---|---|---|
| S&P S&P 500 | -2.01% | Comparison |
| 1 | -2.70% | -0.69 points |
| 2 | -2.95% | -0.94 points |
| 3 | -3.22% | -1.21 points |
| 4 | -4.64% | -2.63 points |
| 5 | -4.94% | -2.92 points |
S&P > +0.5%
GPT-5.5 ranks first here with a +2.11% return, beating the S&P 500 by 0.96 points.
Both charts use the same scale, with zero in the middle.
| Model | Return | vs S&P |
|---|---|---|
| S&P S&P 500 | +1.16% | Comparison |
| 1 | +2.11% | +0.96 points |
| 2 | +1.56% | +0.41 points |
| 3 | +0.79% | -0.37 points |
| 4 | +0.74% | -0.41 points |
| 5 | +0.46% | -0.70 points |
| 6 | +0.45% | -0.71 points |
The table shows model return first, followed by the difference from the S&P 500.
| Model | Large fall S&P <= -3.0% 0/1 dates used | Small fall -3.0% to -1.0% 4/6 dates used | Little change -1.0% to +1.0% 0/1 dates used | Small rise +1.0% to +3.0% 3/3 dates used | Large rise S&P >= +3.0% 0/0 dates used |
|---|---|---|---|---|---|
| S&PS&P 500Comparison | -3.15% all available dates | -1.68% same dates | +0.24% all available dates | +1.82% same dates | n/a all available dates |
| 1 | n/aNot enough matching results | -1.68% 0.00 points vs S&P | n/aNot enough matching results | +2.50% +0.68 points vs S&P | n/aNot enough matching results |
| 2 | n/aNot enough matching results | -1.99% -0.31 points vs S&P | n/aNot enough matching results | +2.79% +0.97 points vs S&P | n/aNot enough matching results |
| 3 | n/aNot enough matching results | -1.80% -0.12 points vs S&P | n/aNot enough matching results | +2.20% +0.38 points vs S&P | n/aNot enough matching results |
| 4 | n/aNot enough matching results | -4.66% -2.98 points vs S&P | n/aNot enough matching results | +0.93% -0.89 points vs S&P | n/aNot enough matching results |
| 5 | n/aNot enough matching results | -5.17% -3.49 points vs S&P | n/aNot enough matching results | -1.71% -3.53 points vs S&P | n/aNot enough matching results |
1 result is available. 2 more needed before models can be compared here.
Claude Opus 4.8 ranks first among the models and matches the S&P 500.
Every monthly market-type chart uses this same scale.
1 result is available. 2 more needed before models can be compared here.
Claude Opus 4.7 ranks first here with a +2.79% return, beating the S&P 500 by 0.97 points.
Every monthly market-type chart uses this same scale.
No completed tests fall into this market type yet.
| Model | Large fall S&P <= -2.0% 4/4 dates used | Small fall -2.0% to -0.5% 4/4 dates used | Little change -0.5% to +0.5% 4/4 dates used | Small rise +0.5% to +2.0% 4/11 dates used | Large rise S&P >= +2.0% 0/2 dates used |
|---|---|---|---|---|---|
| S&PS&P 500Comparison | -2.63% same dates | -1.39% same dates | -0.01% same dates | +1.16% same dates | +2.14% all available dates |
| 1 | -4.85% -2.22 points vs S&P | -0.55% +0.84 points vs S&P | -0.16% -0.15 points vs S&P | +0.74% -0.41 points vs S&P | n/aNot enough matching results |
| 2 | -5.74% -3.11 points vs S&P | -0.15% +1.24 points vs S&P | -0.41% -0.40 points vs S&P | +0.45% -0.71 points vs S&P | n/aNot enough matching results |
| 3 | -5.74% -3.11 points vs S&P | -0.70% +0.70 points vs S&P | -0.94% -0.92 points vs S&P | +0.46% -0.70 points vs S&P | n/aNot enough matching results |
| 4 | -8.46% -5.83 points vs S&P | -0.82% +0.58 points vs S&P | -1.39% -1.38 points vs S&P | +2.11% +0.96 points vs S&P | n/aNot enough matching results |
| 5 | -8.76% -6.13 points vs S&P | -1.11% +0.28 points vs S&P | -1.33% -1.32 points vs S&P | +0.79% -0.37 points vs S&P | n/aNot enough matching results |
| - | n/aNot enough matching results | n/aNot enough matching results | n/aNot enough matching results | +1.56% +0.41 points vs S&P | n/aNot enough matching results |
Claude Opus 4.8 ranks first among the models, but the S&P 500 did better by 2.22 points.
Every weekly market-type chart uses this same scale.
Grok 4.3 ranks first here with a -0.15% return, beating the S&P 500 by 1.24 points.
Every weekly market-type chart uses this same scale.
Claude Opus 4.8 ranks first among the models, but the S&P 500 did better by 0.15 points.
Every weekly market-type chart uses this same scale.
GPT-5.5 ranks first here with a +2.11% return, beating the S&P 500 by 0.96 points.
Every weekly market-type chart uses this same scale.
2 results are available. 1 more needed before models can be compared here.
Each statement shows the result and how much data supports it.
Grok 4.3 ranked first among the models. Its difference from the S&P 500 was +0.70 points.
1 result is available, but not enough dates were completed by every model.
Claude Opus 4.7 ranked first among the models. Its difference from the S&P 500 was +0.97 points.
Its lowest CapitalBench Score is -7.1 across 2 kinds of market move.
Its average return moves from -3.87% when the market fell to +0.93% when it rose.
Claude Opus 4.8 ranked first among the models. Its difference from the S&P 500 was -0.69 points.
Claude Opus 4.8 ranked first among the models. Its difference from the S&P 500 was -0.15 points.
GPT-5.5 ranked first among the models. Its difference from the S&P 500 was +0.96 points.
Its lowest CapitalBench Score is -46.9 across 3 kinds of market move.
Its average return moves from -4.64% when the market fell to +2.11% when it rose.
The method, a second ranking check, and every included test are available below.
Open tests do not count. Only finished results are included.
Each test is placed in a market type using the S&P 500 return over the same dates.
A chart uses only dates completed by every model shown in that chart.
A market type needs at least 3 results before it affects the main ranking.
Weekly and monthly periods can overlap, so do not add them together as if they were separate trades. Result-strength labels describe how much data supports a comparison; they do not promise what will happen next.
This check needs at least 3 falling, 3 flat, and 3 rising market results before it can rank models.
| Rank and model | Score | Difference from S&P | Beat S&P | Results used | Change from main rank |
|---|---|---|---|---|---|
| 1 | 0.4 | +0.01 points | 41.67% | 12/12 | No change |
| 2 | 0.3 | 0.00 points | 50.00% | 12/12 | No change |
| 3 | -3.5 | -0.32 points | 41.67% | 12/12 | No change |
| 4 | -10.0 | -0.86 points | 25.00% | 12/12 | 1 place higher |
| 5 | -11.7 | -1.01 points | 16.67% | 12/12 | 1 place lower |
1 model does not have enough matching results for this second check and receives no rank.
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