Andrew Blair / Practical AI for professional firms

Starting points / What I've built

What I've built. What it could do for you.

These are the systems I use every day in my own small architecture practice. They keep each project's decisions, deadlines and loose ends in one place, set up new jobs, fill in forms and draft the paperwork, and I check everything before it goes out. I'll set up the same for your practice, around the way you already work.

Voice note · example

“A new project came in this morning. Set it up and tell me what's missing.”

  • 01Creates the project record and folder
  • 02Gathers the relevant emails and files
  • 03Flags missing information for review
  • 04Prepares the next steps from the project record
  • 05Drafts a reply for you to check

Held as a draft. You check it, you approve it.

What can this do for your firm?

The building blocks work across disciplines. The sources, checks and software are chosen for the way your team actually works.

Connected projects

Keep each job moving

Bring notes, emails, files and decisions into a useful project record. Prepare next steps and follow-ups from what the team already knows.

Explore project systems →
Shared knowledge

Make your know-how usable

Turn your procedures, templates and lessons into a reference your team can ask, with sources and a way to approve new information.

Explore practice knowledge →
Specialist work

Connect the tools in your field

My own examples include property research, zoning and drawings. We can build around the specialist steps and checks in your discipline.

See how we'd work together →
Illustrative workflow: a project note and files become a shared record, a missing target date is flagged, and a draft next step waits for human approval
Illustrative example · adaptable to your field

From a request to a reviewed next step.

A project note and its files become a shared record. The system flags a missing detail and prepares a draft for a person to approve.

That pattern can support a design brief, an engineering instruction, a survey request or another professional workflow. The sources and checks change with the job.

This animation illustrates a possible setup. It is separate from the live examples below.

For architects, engineers, surveyors, designers, property teams and other professional firms with complex work to keep track of.

One real example

Zonely is a property tool I built and run. It shows the approach: gather the right information, prepare a useful answer and make the limits clear.

Live product · Cape Town example

From an address to a clear starting point.

For 1 Park Road in Rondebosch, a visitor enters an address and gets a first view of the property's zoning and site constraints.

Zoning
Single Residential 1
Erf size
1,147 m²
Setback
3–4.5 m

For drawing work, the site information can also be prepared as a separate starting file: the erf boundary, building lines, existing footprints and ground levels, with height and coverage limits noted on the drawing. It comes as a DXF for CAD drafting tools and a points file for Revit.

It is a research starting point. The details still need checking before anyone commits to drawings or a decision.

See the case study and full recording →
Zonely result for 1 Park Road showing the zoning, erf size, setback and property map
Actual result from a public example address. The key details are written out beside the image.

What these systems do in practice

These are features I have built around real work. Some are specific to architecture; the project and office patterns can be adapted to other professional firms.

A few results so far

What changed in my own work

Time figures are my estimates, not independent measurements. The zoning score is from one fixed test of a separate source-based assistant, not a general accuracy rate.

Explore all case studies and current status →

How we'd start

Start with one useful workflow. You decide after each step whether to go further.

  1. 01 · Free

    Talk it through

    Tell me how your work runs and where time or information gets lost.

  2. 02 · Paid check-up

    Find the right first build

    We map a normal week. You get a short written plan, scope and cost.

  3. 03 · Build and handover

    Test it with your team

    I build around your process, test with your team and train the people who will use it.

Your team checks and approves client-facing work. See the full process and ballpark prices →

Andrew Blair

About me

I'm Andrew Blair. I run AB Architecture, a residential practice in Knysna and Cape Town, and I've worked in the built environment for nearly 20 years across South Africa, Norway and the USA, including road and rail landscape projects in Norway. My full background is in my CV.

I build and use connected project systems in my own practice, including a zoning service (Zonely) and a workflow that turns laser scans into draft drawings. That daily use helps me see what is ready for real work and where a person still needs to check the result.

I'm not selling software or a chatbot. I build smart systems that fit how your firm already works, and I explain every part of it in plain English.

Request a free 30-minute call

Tell me what eats your week. I'll tell you honestly whether AI can help, and what I'd do first.

Prefer email? Write to hello@andrewblair.co.za.

I only use your details to reply to your enquiry.