---
title: AI Proof of Concept (POC) Development | Avinya Labs
description: AI POC development by Avinya Labs: a focused proof of concept that tests an AI idea against real data, with clear success measures agreed up front.
url: /service-pages/service-ai-poc.html
---

[AI Development](/service-pages/service-ai-development.html) / AI POC development

# An AI proof of concept that answers one question well.

A focused build that tests your AI idea against real data, with success measures agreed before any code is written.

[Book a call](https://calendly.com/abbylester/30-mins-meeting) [See the work](/service-pages/service-ai-poc.html#solutions)

## AI POC services. Learn what works before committing to a full build.

### Question framing

Agree the one question the POC must answer.

### Success measures

Define what a good result looks like before building.

### Data readiness check

Confirm the data exists and is usable.

### Rapid build

A working prototype focused on the core idea.

### Evaluation

Results measured against the agreed success measures.

### Findings report

What worked, what did not, and what it would take to scale.

### Architecture outline

A path from POC to production if the results hold.

### Cost estimate

Expected running costs at production scale.

### Next-step plan

A clear recommendation: scale, adjust or stop.

## Related AI work. Delivered engagements in neighbouring areas. None of them is a AI POC development project.

AI · Document intelligence

### AI document intelligence

Extraction and classification that sends only the exceptions to people.

>80% less manual review

Link: /case-studies/enterprise-document-intelligence.html

AI · Agent platforms

### AI agent platform

Agents retrieve, reason and act across systems, with human approval before high-stakes actions.

~40% less manual effort

Link: /case-studies/enterprise-ai-agent-platform.html

AI · Healthcare

### Multi-agent voice AI

Live voice agents for scheduling, verification and follow-up calls, escalating to a person when needed.

~50% fewer manual handling cases

Link: /case-studies/multi-agent-voice-ai.html

## Have an AI idea you want to test against real data?

[Book a call](https://calendly.com/abbylester/30-mins-meeting)

## From idea to production. Four stages, with a working version reviewed at each one.

### Discovery

Map the idea, the systems and data involved, and what good looks like.

Discovery notesDone

  - Goals and constraints
  - Data available
  - How success is measured

### Scope & architecture

Agree the architecture, success measures and delivery milestones.

Solution designDone

  - Approach and architecture
  - Evaluation plan
  - Delivery milestones

### Build

Build against real data, with a working version reviewed at each milestone.

Working buildDone

  - Built against real data
  - Results measured
  - Review at each milestone

### Ship & support

Roll out to production with monitoring and a defined support window.

Production rolloutDone

  - Production rollout
  - Monitoring
  - Defined support window

## Engagement models. Pick the shape that fits where you are.

Ongoing

### Dedicated team

A dedicated team that works as an extension of yours, from first release to scale.

Fixed scope

### Project-based

A defined scope, milestones and delivery date for a specific product or workflow.

Advisory

### Consulting & advisory

Architecture and readiness advice before you commit to a build.

## What our clients say.

AI platform for an insurance broker

> “Avinya Labs built our full-stack AI solution, delivering scalable infrastructure, optimized AI workflows, and a seamless user experience. Their expertise accelerated our launch and significantly reduced execution risk.”

SandraProject lead, Insurance broker

Result~2.5x Faster processing speed [Read case study →](/case-studies/ai-platform-insurance-broker.html)

AI chatbot for a travel platform

> “Avinya Labs built our AI travel chatbot … A highly capable team that delivers ahead of the curve.”

LauraCo-founder, Travel platform

[Read case study →](/case-studies/ai-travel-chatbot.html)

## AI POC development FAQs.

### What is an AI POC?

A short, focused build that tests whether an AI approach works on your real data before you invest in a full product.

### What do we get at the end?

A working prototype, measured results against the agreed success measures, and a recommendation on next steps.

### How long does a project take?

It depends on scope and integrations. We agree milestones up front and review a working version at each one.

## Ready to turn your vision into reality?

Tell us the problem, the data, and where manual effort sits today. We'll map the path from MVP to scale.

[Book a call](https://calendly.com/abbylester/30-mins-meeting) [See the work](/work/index.html)

Or email [contact@avinyalabs.co](mailto:contact@avinyalabs.co)