AI – From Pilot to Production: A Mid-Market Playbook for Scaling AI in Finance

By Published On: 18th Aug. 2026Comments Off on AI – From Pilot to Production: A Mid-Market Playbook for Scaling AI in Finance

Most finance teams have already run an AI pilot. Almost none have made it stick. Research shows up to 95% of generative AI pilots never deliver measurable business impact, and only around one in four organisations ever get AI agents into governed, everyday use. The rest stay stuck running the same impressive demo, quarter after quarter.

This white paper is ICit’s practical playbook for closing that gap,  built for mid-market finance teams who are ready to move past experimentation and into a production-grade, defensible AI capability.

Inside, you’ll find:

  • Why most AI pilots stall before they ever reach production, and the four barriers behind it
  • A five-stage maturity model to pinpoint honestly where your finance function sits today
  • Five practical moves for taking a pilot live, from governance and data readiness through to measuring the result
  • What “production” actually looks like inside mid-market FP&A, including real platform examples from Workday Adaptive Planning and IBM Planning Analytics
  • A 90-day roadmap you can start using immediately

Download the white paper to get ICit’s full playbook for turning your next AI pilot into a lasting part of how your finance team works.

 

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