BUILDERS podcast

How Hi Auto reframed drive-thru AI from headcount reduction to throughput and upsell capture | Roy Baharav

19/6/2026
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Hi Auto is on a mission to automate the drive-thru for quick service restaurants using voice AI. After pivoting twice — first from automotive voice AI, then from contactless kiosks — the team found their real wedge when Burger King Europe told them that replacing the drive-thru order taker, not adding another interface to a kiosk, was the problem worth solving. In a recent episode of BUILDERS, we sat down with Roy Baharav, CEO and Co-Founder of Hi Auto, to learn how they built a true vertical AI solution from scratch, landed Checkers and Rally's as their first brand partner, and scaled to work with some of the largest QSR chains in the world.

Topics Discussed:

  • How Hi Auto pivoted twice before landing on the drive-thru as the right wedge

  • Why Checkers and Rally's took the bet during COVID and what that first deployment looked like

  • The real reason QSR operators delay — and why it has nothing to do with ROI math

  • How Hi Auto's positioning evolved from accuracy and completion rate to ROI, stability, and franchise operability

  • The dual labor pressure facing QSR: 100-300% annual employee turnover plus rising minimum wages

  • Why the primary value of drive-thru AI is consistency and upsell capture, not headcount reduction

  • What makes restaurant tech one of the hardest GTM motions in B2B

  • How regulatory tailwinds like California's $20 minimum wage are compressing the adoption timeline

GTM Lessons For B2B Founders:

  • Let customer rejection redirect the product, not just the pitch. Hi Auto's drive-thru pivot didn't come from internal strategy — it came from Burger King Europe rejecting their contactless kiosk prototype and telling them why. The kiosk failed because it added a voice interface on top of something that already replaced labor. The drive-thru worked because it replaced an actual person. Roy's team took that signal back to their investors, told them two ideas were wrong, and pivoted the company. For founders selling into industries they don't operate in, early pilots should be structured as listening exercises, not validation exercises. The buyer's unsolicited redirect is often the product insight worth more than everything else in the meeting.

  • The right sales frame is replacement, not augmentation. Hi Auto's kiosk prototype stalled because it layered capability onto an existing interface without eliminating any cost. The drive-thru worked because it performed a discrete, time-accountable labor function — order taking — that could be directly measured against headcount. Roy noted that even the labor story is more nuanced than straight reduction: automating order taking frees staff to expedite orders, which shortens line times and increases throughput. Founders pitching AI or automation into cost-pressured verticals need to answer one question before anything else: what specific, measurable cost or function does this replace? Augmentation is a feature conversation. Replacement is a budget conversation.

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Don't Miss: New Podcast Series — How I Hire Senior GTM leaders share the tactical hiring frameworks they use to build winning revenue teams. Hosted by Andy Mowat, who scaled 4 unicorns from $10M to $100M+ ARR and launched Whispered to help executives find their next role. Subscribe here: https://open.spotify.com/show/53yCHlPfLSMFimtv0riPyM


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