Hart Consultancy

Practical AI

What we check in the first two weeks of an AI project

Before a line of anything is built, there are five things worth knowing. They decide whether the project lands or quietly stalls.

Nathaniel Hart

4 March 2026

5 min read

The first two weeks of an AI project are not build time. They are the weeks that decide whether the build is worth doing at all.

We spend them in the business, watching the work happen rather than reading a description of it. Almost every project changes shape once we do.

Who actually touches the work

A process that looks like three steps on a whiteboard is usually seven steps across four people, two of whom were never mentioned. Until you know every pair of hands involved, you are automating a diagram, not a job.

Where the data really lives

The system of record is rarely the system people trust. We look for the spreadsheet on somebody's desktop, the shared inbox, the notes field being used as a database. That is where the truth sits, and it is what the automation has to read.

If the current process depends on one person remembering something, that is the part to fix first.

What good looks like in numbers

We agree the measure before we start. Hours returned, days off a cycle time, error rate, response time. One number, written down, so nobody argues about success later.

  • Who does the work today, and how long it takes them
  • Which systems hold the data and who owns access
  • The single number that will show this worked
  • What happens when it fails, and who notices
  • Who will run it once we step back

The failure path

Every automation fails sometimes. The projects that survive are the ones where failure is visible and someone is responsible for it. We design that in before launch, not after the first bad week.

Two weeks of this usually saves a month of building the wrong thing.

In their words

5.06 Google reviews
Review us on Google →
Mark Leach2 weeks ago

Nathaniel recently delivered a sales training session to our EVES Next Gen group, and the impact was immediate. Through refined scripts, sharper questioning and better structured call-backs, he has helped individuals lift both their listing and sales numbers.

General Manager, Bay of Plenty · EVES

Matt Phillipsa month ago

We set 3 key goals to work towards over 6 months. Yesterday I called to let him know all 3 were done, 2 months in. He listens well, quickly spots how to move things forward, and explains things in a way you can actually apply, not just theory.

Director · Rapson Loans & Finance

Annmarie Lawler2 months ago

Working with Nathaniel has been a genuine turning point for my business. From building a solid pipeline to refining my copy to speak directly to my niche, he brought both strategy and structure to areas I had been struggling with.

Business owner · Annmarie Lawler

Michael Bell3 months ago

He used specific examples that directly related to my industry, which made the content feel tailored and practical. His professionalism and expertise made the information easy to understand, but more importantly, easy to implement day to day.

Active Electrical Suppliers Ltd · Active Electrical

Katy Laidlaw4 months ago

Through the coaching sessions I have always left motivated and with great ideas. Nathaniel pushed me out of my comfort zone and encouraged me to have hard conversations, which are now a lot easier.

Property Manager, Papamoa · EVES Papamoa

Lacy Hawke5 months ago

He does not believe in a one-size-fits-all strategy. He took the time to understand my personality and helped me create a roadmap catered to my specific goals. I would not be where I am today without his guidance.

Business owner · Lacy Hawke

Powered by Trustindex

Book a conversation

Find out where AI would pay back.

A conversation, not a sales pitch. We look at how your business runs today and identify where AI could create a meaningful return.

  • ●A 45 minute conversation with Nathaniel, not a junior consultant
  • ●A written view of where AI and automation would pay back first
  • ●No obligation, no procurement process, no pitch deck

Enquiry form

Tell us a little about your business and we will be in touch.

Kept private, no obligation

Or email Nathaniel directly