Revolver

A self-running sales engine that finds leads, builds websites, and closes deals — autonomously using OpenClaw.

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Revolver

An autonomous AI system that finds local businesses without websites, builds one for them, and sells it automatically.

Track

“Most Likely to Generate Revenue in 30 Days”

Inspiration

Many small service businesses are profitable and trusted locally but lack functional websites. They have real demand and strong reviews, yet poor online visibility.

We saw an opportunity to automate the entire process: identify these businesses, create value for them, and close the sale without human intervention.

What it does

Revolver is an end-to-end autonomous revenue pipeline.

The system:

  1. Finds qualified businesses with no working website
  2. Generates a personalized website using real business data
  3. Sends outreach with a preview mockup
  4. Deploys the site after purchase

The core idea is simple: show value first, then sell.

The pipeline runs continuously without manual work.

How we built it

Revolver is a modular multi-agent system built inside an OpenClaw environment.

Pipeline flow:

Discovery → Qualification → Website Generation → Outreach → Reply Detection → Deployment

We implemented three coordinated agents:

Lead Discovery

  • Finds auto repair shops
  • Evaluates reviews, ratings, and website presence
  • Scores leads and outputs structured data

Website Generation

  • Builds mobile-first websites
  • Uses real reviews, services, and SEO keywords
  • Produces preview and production versions

Outreach

  • Sends personalized email and SMS
  • Stops automatically when a reply is detected
  • Triggers preview delivery

Agents communicate using structured JSON, and a dashboard tracks pipeline state and leads.

Challenges we ran into

Agent coordination and reliability

Ensuring correct system behavior required deterministic outputs, consistent lead state tracking, and safe automation behavior, such as stopping outreach immediately after replies.

Model constraints

We built using Kimi K2.5 due to access limitations. This required tighter prompts, validation layers, and clearer separation of agent responsibilities, which ultimately improved robustness.

Accomplishments that we're proud of

  • A working autonomous pipeline, not just a concept
  • Personalized websites generated from real business data
  • Automated outreach with reply detection
  • Clear path to monetization
  • Modular architecture designed for scaling

What we learned

  • Structured data flow is critical for multi-agent systems
  • Constraints improve reliability
  • Showing value converts better than pitching value
  • Modular agents scale better than monolithic workflows

What's next for Revolver

  • Expand beyond auto repair into other service industries
  • Add recurring hosting and SEO subscription revenue
  • Automate payment-triggered deployment
  • Improve outreach through experimentation
  • Scale geographically

Revolver is designed to become a scalable autonomous sales engine for local businesses.

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