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Results

Real outcomes from real AI engagements.

A selection of anonymized case studies from work across SMB and enterprise AI builds. Client names will be added where allowed.

50%

Voice agent cut an SMB's inbound calls to product specialists in half

Problem
Product specialists were spending hours each day on routine inbound calls — questions that didn't require their expertise but blocked them from higher-value work.
Approach
Designed and shipped a voice agent that handled the routine calls end-to-end, with a clean handoff to a human when escalation was warranted. Built with product and UX rigor so callers got fast, accurate answers — not a phone tree that made them angrier.
Result
Inbound calls to product specialists dropped by 50%, freeing them to focus on the conversations that actually moved revenue.
448%

Engagement lift on an AI-driven product experience

Problem
A core product surface was underperforming on engagement. Users weren't coming back to the feature that was supposed to be the hook.
Approach
Reworked the experience around an AI-driven layer that personalized what users saw, when they saw it, and why it mattered to them — pairing model behavior with UX patterns the team could measure and iterate on.
Result
Engagement on the surface lifted 448%, turning a struggling feature into one of the product's strongest retention drivers.
200%

200% faster time-to-market across an AI product portfolio

Problem
AI initiatives were taking too long to ship. By the time something launched, the market had moved and internal momentum was gone.
Approach
Restructured how the portfolio approached scoping, validation, and handoffs — borrowing from SaaS product playbooks honed across billions in ARR — so AI projects had the same rigor and pace as any other product bet.
Result
Time-to-market across the AI portfolio improved by 200%, with no drop in quality or adoption.

Next step

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