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Elliot Huscher
Director-level FinTech and Product Leader specializing in AI recruiting and iOS voice apps
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About
Built a production voice-first fitness coaching/logging system ("Hey Coach") that routes headphone audio, transcribes speech, and uses LLMs to parse workouts into structured data with human-in-the-loop QA and A/B-tested improvements. Also brings a commercial background: led capital markets at a Series A fintech securing $250M+ in commitments and drove early GTM at WorkHQ.com, landing its first Fortune 500 customer.
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Key Strengths
- Built and shipped an end-to-end voice-to-LLM workout logging product (prototype to production) over 6 months
- Designed reliability-focused LLM features with staged rollouts to power users and iterative patching to >99% positive responses
- Implemented human-in-the-loop quality loops (edit flagging, manual review, user-reported lump/split issues with <12-hour patches)
- Runs A/B tests with power users to validate LLM output changes (e.g., weekly reports) before broad rollout
- Created prompt/input documentation to prevent breaking changes in LLM workflows
- Secured $250M+ in capital commitments for a core lending product
- Led early GTM for WorkHQ.com and landed first Fortune 500 customer
- Strong cross-functional stakeholder alignment across legal, external partners, and internal teams
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