Everything we know. None of it gated.
Essays, published data, training, and the engineering under all of it. The numbers behind the claims live on the work page.
14 essays · 2 published datasets · 10 capability explainers · 7 training formats
Academy
Free AI courses from the team that builds the systems.
Free · first lesson open, account after that
Documentation
The manual for everything we build.
Platform docs · Services · Architecture · Academy · docs.advizr.ca
Education
Workshops and champions programs, built on your real workflows.
7 formats · maturity ladder · EU AI Act Article 4
Capabilities
The engineering under every system, limits stated.
10 areas, model training to security
Insights
Plain writing from the engineers doing the work.
14 essays · RSS
Research
Our own published data on AI in production.
2 published · 2 being counted
Latest writing
All 14 essays →A run waiting on you is not a hung run
Our plan card asked "stalled?" while a teammate was working. Then our own production test called a correctly waiting run a hang. What we changed.
Broken and empty are the same pixels
A failed read that renders as an empty state tells a client something false. Where we found it in our own platform, and the checks that now stop it.
We drew our icons instead of picking a library
Our product rail used eight icons for more than one thing. We drew 31 of our own. The first round looked right as numbers and failed at 16 pixels.
Our own data, limits stated.
The Agent Failure Index
Every production failure Advizr has recorded, with its root cause, the signal it gave at the time, and whether it was ever closed. Published work on agent failure studies coding assistants in an IDE or frameworks in a lab. This is business automation running against real client data.
Version 1.0 · 359 failures · 5 systems · 68 days · CC BY 4.0
The AI Evidence Index
The enterprise AI debate runs on about a dozen numbers, and almost nobody quotes them correctly. What each study measured, its sample, and how it gets restated wrong.
Version 1.0 · 93 studies · 77 publishers · 2024 to 2026 · CC BY 4.0
Being counted now
- Model performance by task areaIn progress
- The Agent Failure Index, version 1.1In progress
Seven ways in.
Every one ends in an artifact you keep.
- 01Executive AI briefing
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- 03Role-based workshops
- 04Build-alongside sprints
- 05Champions program
- 06Office-hours retainer
- 07Team certification
The AcademyThe curriculum is public. Read it before you book anything.
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