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RESEARCH LIBRARY / 2026

Evidence for a
new visibility layer.

Original, directional research into how clearly Canadian business websites communicate the facts, expertise and proof that AI answer systems need to understand them.

01 / PUBLISHED BENCHMARKS

What the public evidence shows.

Each study applies the same seven-dimension website-readiness model, making the provincial results useful for comparison without presenting the sample as a complete market census.

01 / ACCOUNTING FIRMSOntario
72/100Average readiness
Range 59–87

Toronto · Ottawa · Hamilton · London · Kitchener-Waterloo

Strongest dimension
Service relevance · 98%
Largest gap
Answerability · 23%
READ THE ONTARIO BENCHMARK →
02 / ACCOUNTING FIRMSAlberta
66/100Average readiness
Range 49–92

Calgary · Edmonton · Red Deer · Lethbridge

Strongest dimension
Service relevance · 93%
Largest gap
Answerability · 15%
READ THE ALBERTA BENCHMARK →

02 / HOW TO READ THE DATA

Directional by design.
Transparent about limits.

01

Public evidence only

The review uses publicly accessible homepage evidence. It does not assess private performance data, client service quality or live AI recommendations.

02

One repeatable model

Every page is assessed across entity clarity, service relevance, geographic relevance, trust signals, content depth, answerability and technical discoverability.

03

Aggregate reporting

Individual firms are not ranked or named. Scores are summarized by market to reveal patterns without turning a limited sample into a league table.

READ THE FULL SCORING METHODOLOGY →

03 / FIELD NOTES

Turn the benchmark into action.

Practical analysis for firms improving the clarity, usefulness and credibility of their public website evidence.

YOUR OWN BASELINE

See what AI can understand
from your website.

Get a free first-look score and practical priorities based on the public evidence already available on your site.

CHECK MY WEBSITE →