Is gpt-5.4-low good at Research & Competitive Analysis?
gpt-5.4-low ranks #4 of 44 for Research & Competitive Analysis — excellent. The top pick for this task is claude-opus-4.8-low.
#4 / 44
Rank for this task
93.2
Score
$0.0398
Cost / run
gpt-5.4-low on each Research & Competitive Analysis sub-task
| Market Sizing | 100.0/100 | #3 |
| SWOT & Strategy | 100.0/100 | #4 |
| Grounded Synthesis | 100.0/100 | #15 |
| Competitive Teardown | 73.0/100 | #7 |
Real examples, graded
WeakFair teardown vs incumbent (Northwind) 0/100
“The model returned an empty response.”
WeakFive Forces with evidence (Tradewinds) 0/100
“The model returned an empty response.”
Frequently asked
Is gpt-5.4-low good at Research & Competitive Analysis?
gpt-5.4-low ranks #4 of 44 models we tested for Research & Competitive Analysis, scoring excellent.
What is gpt-5.4-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 evalsClaude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
★
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s