Fluentbots
HomeBlogai software development companies
Industry

AI software development companies — the questions to ask

Picking an AI software partner is different from picking an app dev shop. Here's what to ask.

2026-04-18 7 min readBy the Fluentbots team

AI software is different from regular software

Hiring ai software development companies using your normal vendor checklist is a mistake — AI software has different failure modes (non-determinism, drift, evaluation) than regular software, and the engineering practices are different.

Questions that filter strong vendors

  • How do you evaluate model quality before and after deployment?
  • What's your approach to prompt and model versioning?
  • How do you handle hallucination in production?
  • What does your on-call runbook for an AI incident look like?
  • Show me a system you've had in production for 12+ months and what's changed.

Ready to build the AI you're reading about?

Tell us what you're trying to do. We'll come back with a real plan in 48 hours.