AI consulting · Diagnostic
Find out if your data can support AI, before you spend on it.
A fixed-scope engagement that scores your data maturity, maps your highest-value use cases, and gives you a clear go or no-go on training spend, with the cheapest path to ready if the answer is not yet.
In short
What is the AI readiness and data plumbing diagnostic?
Worried an AI budget will go to waste if your data isn’t ready? The AI readiness and data plumbing diagnostic is a fixed-scope engagement that scores your data maturity, maps your highest-value AI use cases, and returns a go or no-go on training and pilot spend, with the cheapest path to ready if the answer is not yet.
Why start here
About 95% of enterprise generative AI pilots deliver little or no measurable impact on profit and loss.
MIT NANDA, The GenAI Divide: State of AI in Business 2025, reported by Fortune
The pattern behind the failures is consistent: generative AI bolted onto data that was never made ready. The diagnostic exists so your organisation finds this out for a fixed fee, not after a failed rollout.
What you get
- A data maturity score across pipelines, quality, governance and access.
- A ranked map of your highest-value use cases.
- A go or no-go recommendation on training and pilot spend.
- The cheapest path to ready, costed.
- A readout your board can act on.
Who it is for
- Leaders under pressure to show AI progress.
- Teams whose first pilot stalled.
- HRD Corp levy payers deciding what training to fund.
The levy is deducted from payroll whether or not you use it.
What happens after
Go means training tracks and a Capstone scoped on the use cases that survived scrutiny. No-go means a costed readiness plan, and we say so plainly.
If your data is not ready, an AI workshop is a donation. Before you spend a ringgit of levy on generative AI training, we will show you whether your teams can use it. If we are not the right fit, we will say so.
AI readiness diagnostic: FAQ
How long does the AI readiness diagnostic take?
It is fixed scope, typically two to three weeks from kickoff to readout, depending on how many systems and teams are in scope.
Is the diagnostic itself HRDC claimable?
The diagnostic itself is consulting, not training. The training programme it scopes is HRDC-claimable under SBL/SBL-Khas, and we handle the claim paperwork.
Do you need access to our data?
We need read access to data samples and a systems inventory, not your production environment. Access is PDPA-safe and covered by a standard NDA.
How much does the diagnostic cost?
It is a fixed fee, quoted at scoping based on your data landscape and team size.
A free 3-hour briefing for your department heads.
See agents run real workflows in sales, HR, finance and operations. Leave with a roadmap, a prompt library, and a pilot playbook.
Find out before you spend.
Book the scoping call. We’ll confirm what’s in scope, how long it takes, and what a go or no-go actually costs to act on.