Resources
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.
11 essays · 2 published datasets · 10 capability explainers · 7 training formats
Education
Workshops and champions programs, built on your real workflows.
7 formats · maturity ladder · EU AI Act Article 4
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
Capabilities
The engineering under every system, limits stated.
10 areas, model training to security
Insights
Plain writing from the engineers doing the work.
11 essays · RSS
Research
Our own published data on AI in production.
2 published · 2 being counted
ROI calculator
Estimate the hours and dollars on the table.
Interactive · no email required
Latest writing
All 11 essays →RAG is not training: a plain-English guide for owners
Retrieval and fine-tuning solve different problems. A buyer's guide to RAG, hybrid search and rerankers, and the vendor phrase that should end the meeting.
The enrichment layer is where outbound systems die
Anatomy of a real reply-to-deck pipeline: reply detection, research, three-stage strategy, decks and a Slack approval gate, on one reconciled record.
What an honest AI security page looks like
Why we publish what we are not certified in, the claims a small AI firm can make honestly, and how a buyer can verify every line without trusting us.
Research
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
- Retrieval at scaleIn progress
Training
Seven ways in.
Every one ends in an artifact you keep.
- 01Executive AI briefing
- 02AI readiness assessment
- 03Role-based workshops
- 04Build-alongside sprints
- 05Champions program
- 06Office-hours retainer
- 07Team certification
The AcademyThe curriculum is public. Read it before you book anything.
Nothing here asks for your email. If you want new essays as they publish, there is RSS.
Start free. Know your number in five days.
A 3 to 5 day audit of your operations, ending in a plan with the ROI math attached. No obligation.