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[PLACEHOLDER] Example AI Project
[PLACEHOLDER] A messaging assistant that answers enquiries, qualifies leads and logs them.
- Year
- 2026
- Role
- [PLACEHOLDER] Solo — design, build, deploy
- Status
- Live
- Stack
- Python
- FastAPI
- Twilio
- PostgreSQL
- Claude
Assistant
- Customer: [PLACEHOLDER] Hi, can you quote for a new boiler?
- Assistant: [PLACEHOLDER] Happy to help. What's the postcode, and is it a replacement or a new install?
- Customer: [PLACEHOLDER] RG21, replacing a 15-year-old combi.
- Assistant: [PLACEHOLDER] Thanks. I've logged that and the engineer will call you today with a quote.
The problem
[PLACEHOLDER] Describe the problem in two or three sentences: who had it, what it cost them, and why existing tools didn't solve it.
- [PLACEHOLDER] of enquiries arrived out of hours
- [PLACEHOLDER] 42%
- [PLACEHOLDER] median first response
- [PLACEHOLDER] 3 min
- [PLACEHOLDER] extra staff cost
- [PLACEHOLDER] £0
Constraints
- [PLACEHOLDER] A constraint about budget or running cost.
- [PLACEHOLDER] A constraint about the users and the channel they already use.
- [PLACEHOLDER] A constraint about data, privacy or compliance.
Approach & architecture
[PLACEHOLDER] Explain the overall shape of the system and how a message flows through it.
Loading diagram…
[PLACEHOLDER] A paragraph about the most interesting technical detail, with a code sample:
# [PLACEHOLDER] example code
async def handle_message(message: InboundMessage) -> Reply:
lead = await leads.get_or_create(message.sender)
reply = await assistant.respond(lead.history, message.text)
await leads.append(lead.id, message, reply)
return reply
![[PLACEHOLDER] The lead dashboard showing recent enquiries](/_next/image?url=%2Fwork%2Fexample-ai-project%2Fdashboard.webp&w=3840&q=75)
Key decisions
[PLACEHOLDER] A second decision, explained in prose. Inline code looks like assistant.respond().
Assistant
- Customer: [PLACEHOLDER] There's water coming through the ceiling!
- Assistant: [PLACEHOLDER] That sounds urgent. Turn off the stopcock if you can. I'm alerting the engineer now.
- Assistant: [PLACEHOLDER] They'll call you within 10 minutes.
Outcome
[PLACEHOLDER] What changed for the client, in concrete numbers where possible.
What I'd do differently
[PLACEHOLDER] One or two honest reflections.