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Choosing a Partner

How to Choose an AI Development Company

6 min read

Short answer

Choose an AI development company that starts with your business process rather than a model, can show systems running in real operations, owns integration and deployment rather than just prototypes, and explains guardrails, evaluation and handover in plain language. Demos are easy; production reliability is the differentiator.

Questions worth asking

  • What business outcome will this system change, and how will we measure it?
  • What happens when the AI is wrong — what is the guardrail and the escalation path?
  • Which of our systems will you integrate with, and who owns the credentials?
  • How will this be monitored after launch, and who is on call?
  • What do we own at the end, and can our team maintain it?

Warning signs

A proposal that leads with model names rather than your workflow. No mention of evaluation or failure handling. An architecture that cannot be explained without jargon. Unwillingness to scope a small first deliverable.

What a good engagement looks like

Discovery grounded in your actual operations, a prioritised list of opportunities with effort and impact, a narrow first build that goes into real use, and then expansion based on measured results.

Frequently asked questions

Should we hire in-house instead?
In-house makes sense once AI is core to your product and you have continuous work. For a defined set of internal systems, a partner is usually faster and cheaper to start.
How do we compare proposals fairly?
Ask every vendor to scope the same first workflow, and compare their assumptions about integration, guardrails and handover — not just price.
What should be in the contract?
Ownership of code and data, access to the deployed environment, documentation, and a defined support arrangement after launch.
Keep reading

Begin with the reading, not the meeting.

The AI Leverage Report sets out where AI creates margin inside a private company — and where it quietly burns it.

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