How to Pressure-Test an AI Bet's Margin First

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How to Pressure-Test an AI Bet's Margin First

Part of The AI Bet: Adding AI to Products That Already Work

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Hosted by Elena Leonova

Fri, Jul 10, 2026

5:00 PM UTC (30 minutes)

Virtual (Zoom)

Free to join

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Go deeper with a course

From PM to Product Executive: Master Strategy, Finance & Executive Influence

Elena Leonova

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Fri, Jul 10, 2026

5:00 PM UTC (30 minutes)

Virtual (Zoom)

Free to join

Invite your network

Go deeper with a course

From PM to Product Executive: Master Strategy, Finance & Executive Influence

Elena Leonova

View syllabus

What you'll learn

Estimate What an AI Bet Will Actually Cost the Business

Understand the financial levers that determine whether an AI investment strengthens or erodes your margins.

Pressure-Test an AI Decision Before You Pitch It

Identify the margin risks executives will surface—and answer them before they ask.

Read the Room: VC vs. PE Expectations on AI Economics

See why the same AI decision gets funded by one board and killed by another—and how to position yours.

Why this topic matters

Most AI bets quietly erode gross margin— and leaders find out in the board meeting, not the spec review. Learn a 4-input test to pressure-test any AI bet's margin before you pitch it, so you walk into the exec review having already found the hole they'll poke. See why the same margin hit gets funded by a VC board and killed by a PE one. Leave able to defend the number in language your CFO respects

You'll learn from

Elena Leonova

Founder & CPO, OneRank.io, ex-CPO @ Spryker, VP of Product @ BigCommerce

Elena Leonova is a product executive with 15+ years of experience leading global SaaS and digital commerce platforms, including Magento (Adobe), BigCommerce, and Spryker. She has built and scaled multi-product portfolios, led platform transformations, and managed international product organizations across high-growth B2B and enterprise markets.

Elena is a co-founder of OneRank.io, an AI-powered product strategy platform helping PMs and executives make financially grounded, strategic decisions. She has coached hundreds of product leaders to operate with the clarity, confidence, and executive presence required at the VP/CPO level.

Previously at

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