Enterprise AI Consulting

Most enterprise AI programs stall between the pilot and production. We close that gap — assessing where AI actually pays off, then building and operating the systems that deliver it.

The problem with most enterprise AI

The bottleneck in enterprise AI is rarely the model. It is the distance between an impressive demo and a system that holds up against real data, real users, and real operational constraints. Pilots win budget; they rarely survive contact with production.

AI5 Labs is built for the second half of that journey. We work alongside your team to identify the use cases worth funding, then design, build, and operate the systems that run in your live workflows.

How we work

We start narrow and prove value before we scale. An engagement typically begins with a readiness assessment or a single scoped use case, not a multi-quarter strategy deck. From there we expand into the workflows where the return is clearest.

  • AI readiness assessment — where AI delivers measurable return across your operations, and where it does not.
  • Use-case prioritisation — a ranked backlog scored on value, feasibility, and data readiness.
  • Build and deployment — production systems integrated into your existing tools and data, not a separate sandbox.
  • Operations and handover — evaluation, monitoring, and the runbooks your team needs to own the system.

Who we work best with

We are a focused, senior team. That makes us a strong fit for enterprise and mid-market teams that need working AI in production and value direct access to the people doing the work. For large multi-year transformation programs spanning dozens of workstreams, a global systems integrator may suit you better — and we will tell you so.

What you get

Deliverables

AI readiness assessment and opportunity map
Prioritised, value-scored use-case roadmap
Production AI systems deployed into live workflows
Evaluation, monitoring, and operational runbooks

FAQ

Enterprise AI Consulting: common questions

What is enterprise AI consulting?

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Enterprise AI consulting is advisory and delivery work that helps an organisation identify, build, and operate AI systems that create measurable business value. At AI5 Labs it spans readiness assessment, use-case prioritisation, building production systems, and the operations needed to keep them reliable.

How long does an enterprise AI engagement take?

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A readiness assessment typically runs a few weeks. A scoped proof of concept runs a few weeks to a couple of months depending on data access and integration complexity. Full production rollouts are scoped per use case once the proof of concept validates value.

Do you only work with large enterprises?

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No. We work with both enterprise and mid-market teams. Our model fits any organisation that needs production AI and values a senior team over a large one.

What does enterprise AI consulting cost?

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Engagements are scoped per client based on the problem and integration complexity, so we do not publish fixed pricing. Contact hello@ai5labs.com to scope a discovery call.

Have a problem worth solving?

Schedule a discovery session