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Is GPT 5.4 good at Investor & Pitch?

GPT 5.4 ranks #23 of 50 for Investor & Pitch — usable. The top pick for this task is claude-sonnet-4.6-high.

#23 / 50
Rank for this task
78.8
Score
$0.0342
Cost / run

GPT 5.4 on each Investor & Pitch sub-task

Deck Doctor 80.3/100 #21
Founder Reality Check 80.0/100 #45
Market Sizing Reality Check 78.7/100 #36
Investor Question Test 76.0/100 #33

Real examples, graded

WeakEnterprise self-serve fantasy 0/100

“The model returned an empty response.”

WeakVertical SaaS for dentists 0/100

“The model returned an empty response.”

WeakGlobal education market TAM 0/100

“The model returned an empty response.”

← Full GPT 5.4 review All Investor & Pitch rankings → Top pick: claude-sonnet-4.6-high →

Frequently asked

Is GPT 5.4 good at Investor & Pitch?

GPT 5.4 ranks #23 of 50 models we tested for Investor & Pitch, scoring usable.

What is GPT 5.4's strongest Investor & Pitch skill?

Its best sub-task here is Deck Doctor.

This page is Spring Prompt, running

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The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.

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Experiment · Cold outreach email

Prompt × model results

12 test cases · 3 evals
Claude 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