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Is gemini-3.1-pro-preview-high good at Investor & Pitch?

gemini-3.1-pro-preview-high ranks #5 of 50 for Investor & Pitch — strong. The top pick for this task is claude-sonnet-4.6-high.

#5 / 50
Rank for this task
85.5
Score
$0.0494
Cost / run

gemini-3.1-pro-preview-high on each Investor & Pitch sub-task

Investor Question Test 87.7/100 #5
Founder Reality Check 87.0/100 #6
Market Sizing Reality Check 85.7/100 #12
Deck Doctor 81.7/100 #17

Real examples, graded

WinEnterprise self-serve fantasy 92/100

“The response is expert-level, demonstrating a deep, practical understanding of enterprise SaaS realities, InfoSec blockers, and procurement dynamics. The proposed tests are highly actionable, and the tactful script perfectly balances validation with necessary reality checks. It is nearly production-ready as an advisory response.”

WinOverstuffed traction slide 89/100

“The model provides an expert-level response. It perfectly identifies the glaring red flag in the data (42 pilots vs 4 paying customers), distills the copy to the most impactful metrics, and correctly advises moving integrations to a product slide. The only minor flaw is including a meta-note within the copy block itself, though it still easily passes the word count constraint.”

← Full gemini-3.1-pro-preview-high review All Investor & Pitch rankings → Top pick: claude-sonnet-4.6-high →

Frequently asked

Is gemini-3.1-pro-preview-high good at Investor & Pitch?

gemini-3.1-pro-preview-high ranks #5 of 50 models we tested for Investor & Pitch, scoring strong.

What is gemini-3.1-pro-preview-high's strongest Investor & Pitch skill?

Its best sub-task here is Investor Question Test.

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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