Is claude-opus-4.8-low good at Research & Competitive Analysis?
claude-opus-4.8-low ranks #1 of 44 for Research & Competitive Analysis — excellent.
claude-opus-4.8-low on each Research & Competitive Analysis sub-task
| Market Sizing | 100.0/100 | #2 |
| Grounded Synthesis | 100.0/100 | #12 |
| Competitive Teardown | 100.0/100 | #1 |
| SWOT & Strategy | 99.0/100 | #7 |
Real examples, graded
WinTeardown without bashing (Tradewinds) 100/100
“The model perfectly executes the teardown by explicitly separating fact from inference, acknowledging competitor advantages without strawmanning, and refusing to invent data. It missed the specific Tradewinds facts (88% fill, pay-per-shift) expected by the rubric, likely because they were omitted from the prompt text, but its handling of uncertainty and grounding is exemplary.”
WinBottom-up TAM (Northwind) 100/100
“The model provides a textbook bottom-up market sizing. It explicitly states all assumptions, shows the math, distinguishes TAM/SAM/SOM, provides ranges, and identifies the key sensitivity. It avoids fabricating market research reports and correctly flags its inputs as assumptions.”
Frequently asked
Is claude-opus-4.8-low good at Research & Competitive Analysis?
claude-opus-4.8-low ranks #1 of 44 models we tested for Research & Competitive Analysis, scoring excellent.
What is claude-opus-4.8-low's strongest Research & Competitive Analysis skill?
Its best sub-task here is Market Sizing.
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Prompt × model results
12 test cases · 3 evals