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Automotive

DealerVoice

Production platform helping automotive dealers collect, moderate, and respond to customer reviews at scale - with AI handling tier-1 moderation so teams focus on high-value responses.

AI Chatbots8 weeks

Automotive trust platform with AI-moderated reviews

Build console

Challenge, solution, telemetry

build_console

dealer-voice · shipped

challenge

Dealer teams spent hours daily reviewing submissions, catching policy violations, and routing escalations manually. Volume outpaced staff capacity as the platform grew.

solution

Built an AI moderation pipeline with policy-aware classification, automated approval for compliant reviews, and escalation queues for edge cases. Integrated with dealer dashboards and notification workflows.

what we shipped

  • Policy-aware AI moderation for tier-1 review volume
  • Escalation queues for edge cases humans still own
  • Dealer dashboards and notification workflows in production
  • Measurable ops win: about 3 hours saved per day across 35+ users

telemetry

3,000+

AI-moderated reviews

3 hrs/day

Time saved

35+

Active users

stack

Next.jsOpenAIPostgreSQLFastAPIVercel

Interactive proof

Before / after and KPIs

Manual moderation grind

Dealer teams spent hours daily reviewing submissions, catching policy violations, and routing escalations manually. Volume outpaced staff capacity as the platform grew.

0+

AI-moderated reviews

0hrs/day

Time saved

0+

Active users

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