Answers

What is an AI automation agency?

Short answer

An AI automation agency designs, builds, and operates software that takes repetitive operational work off a team, lead handling, support triage, document processing, reporting, using LLMs, workflow engines, and integrations. The best ones engage on outcomes, not hours, and deliver code the client owns outright.

An AI automation agency builds production systems that combine large language models, workflow engines, and integrations to take operational work off a team's plate. Typical engagements: a WhatsApp lead engine that auto-qualifies inbound interest, a support triage agent that handles the predictable 80% of tickets, a CRM integration that keeps three systems honest without nightly CSV jobs.

Good agencies share a few traits. They engage on outcomes (a baseline metric and a target), not vague retainers. They write typed code with tests where reliability matters, and use no-code where it earns its keep. They deliver the source to the client's repository, no platform lock-in. And they instrument before they build, so the lift is provable in week one rather than at the end of a quarter.

The category is younger than it looks. Most so-called AI agencies are still operating like generalist software shops with prompts bolted on. The teams worth hiring treat the LLM as a hot-swappable component, not the centre of the system.

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