A companion to the AI analysis · capabilities & skills

Tell me what you've actually seen

An AI read everything public about me and wrote up what it found. You've seen more than that. You've hired me, sat in a sprint I ran, been taught by me, or watched something ship. I want the specific thing: which capability, which skill, and what you actually saw.

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20+
Years building products, platforms and brands
25
Years scripting and automating on Unix, daily
12+
Production AI skills authored
5
Brand systems shipped as live sites

Before you comment — eight minutes of audio or thirteen of reading gets you the fuller picture this page can only summarize.

Audio overview 8 min

An AI's podcast-style take on the analysis below — not a recording of me — if you'd rather listen than read.

The long version 7pp · ~13 min read

Capability evidence, the portfolio matrix, and every open question in full.

Download the brief PDF

What the evidence points to

Digital ProductsDesign, validate and build. The strongest-evidenced line, with a fixed-price front door in App in a Day.
Web DevelopmentWebflow and Plone; a client base running since 2016.
Fractional CTOBest fit for a senior principal, and the thinnest public evidence.
Training & EventsTwo decades of teaching behind it; the only line that scales past my own hours.
Brand systemsFive shipped as living sites: Incrementic, QRTick, Afforrd, Particular Presence, TheLeap.

Where it's strongest

Design sprintsIDB "Creative Tech Lab"; sprint training for eGov.
Public sectorMOHW COVID-19 portals, WHO Go.Data, ePAS/ICD-11, UNEP, DBJ.
TeachingCARIMAC programme lead; CXC Chief Examiner; WebCraftConf.
AI skill authoringA dozen-plus production skills: payments, accounting, auth, encryption. None of it public.
Unix automationTwenty-five years of daily scripting, now the substrate the agent work runs on.

What did you actually see me do?

Pick the closest capability, then be specific: what you saw, when, and how good it actually was. This goes to me directly. It isn't published, and I won't share it without asking first.

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Pick a suggestion or type your own — client, student, collaborator, whatever fits. Say what this is about, even briefly.
A sentence or two is plenty. Just don't leave it blank.
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Sent Thank you — I read every one of these myself. If you left your email and it's worth a reply, I'll be in touch.
Comments go directly to David Bain. Not published or shared without asking first. Companion to the AI analysis at bainoverview.html.