Inspiration
Blue-collar businesses lose thousands of dollars every month, not because demand is low, but because they can’t respond fast enough.
Customers expect instant replies. When someone has a leaking pipe or broken HVAC system, they don’t wait, they call the next provider.
We were inspired by a simple insight: Demand is there. Revenue is lost. The fastest responder wins.
We wanted to build an Agentic AI system that works 24/7 to capture, qualify, and convert leads into real jobs, automatically.
What it does
Our system acts as an autonomous AI agent for blue-collar businesses.
It:
Captures inbound leads via chat bot
Books appointments automatically
Logs structured lead data for analytics
Escalates urgent jobs instantly
Instead of missing after-hours calls or manually chasing leads, businesses get a fully automated lead-to-job conversion engine running 24/7.
How we built it
We built an agentic workflow using:
LLM-powered AI agent for natural conversation & qualification
Structured prompt engineering to control decision-making
Tool integrations (Pinecone for vector storage)
- Postgres database logging system to track conversations and conversions.
The system operates in a loop:
Capture inquiry
Extract structured information
Evaluate lead quality
Take action (book / escalate / discard)
This transforms passive AI chat into an autonomous decision-making agent.
Challenges we ran into
Designing structured prompts that prevent hallucination while still sounding natural
Balancing autonomy vs. human override for urgent jobs
Handling edge cases (incomplete information, unclear service type)
Ensuring qualification logic was consistent across different industries
We had to iterate heavily on workflow design to make the AI act reliably like a real dispatcher.
Accomplishments that we're proud of
Everyone can create an agent for their business with just two clicks
Created industry-specific flows (plumbing, HVAC, electrical, etc.)
Abstracted technical details from everyday users
Most importantly, we built something that directly increases revenue for small businesses.
What we learned
Small businesses need simplicity, not complexity
Speed is everything in local service markets
Automation must be trustworthy to replace human workflows
Agentic AI is far more powerful when given clear decision boundaries
We also learned that the biggest opportunity in AI isn’t replacing jobs, it’s capturing missed revenue.
What's next for
Integrate voice AI for live phone call handling
Connect to CRMs and dispatch systems
Add dynamic pricing & quote estimation
Launch pilot programs with local service businesses
Our vision is to become the 24/7 AI workforce layer for service-based industries.
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