See where your teams get stuck with AI, and cut the waste.

Your people tell your AI assistants every day where work breaks down. Moonford turns that into a ranked list of where time and money are lost, and what to fix first. The conversations never leave your organisation.

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The licences are bought. Now the board wants the cost under control.

Most AI rollouts stall quietly. Usage drops after launch, the spend stays the same, and nobody can say exactly why.

72% of IT leaders say employees struggle to fit Copilot into their daily routines.
57% say engagement declines quickly after rollout.
3% say Copilot has delivered significant value.

Source: Gartner, Digital Workplace GenAI survey of 132 IT leaders, 2024.

The answer is already written down.

Every time someone gets stuck, they say so to the assistant. It cannot find the contract. The export fails. The policy it quotes is out of date. Thousands of these moments happen every week inside your organisation, and nobody reads them.

A second lever on AI spend.

Controlling AI spend usually means cutting: fewer seats, tighter token limits, cheaper models. Moonford adds a second lever: find the usage that produces nothing and remove its cause. Every fix is attributable, with a named failure, an owner, a before and an after. That gives you a record of active cost control, built on evidence from your own environment.

Where work stalls

Every recurring point where people give up, work around the assistant or escalate to a colleague, by team and by tool.
What it costs

Hours and money lost, in figures your finance team can sign off.
What to fix first

A ranked list of fixes, starting with the one that gets the most people working again.

410 people in sales could not reach the contract archive from Copilot last month. 290 hours lost. The fix: one connector permission.

Illustrative example.

Your data stays where it is.

Moonford runs inside your environment. Conversation content never leaves it.

A ford is the shallow point where a river can be crossed. Moonlight is what shows you the way at night. Every AI rollout has places where people cannot get across. We show you where they are.

Find the waste in your AI rollout.

We are opening a small number of early partnerships with enterprises rolling out AI assistants at scale.