Content assets generated
21 blogs · 16 FAQs · 39 social posts
P.Eng licensing · Canada
When Engineers Ask AI About the CBA, the Right Guidance Gets Cited
Competency Based Assessment guides engineers through P.Eng licensing. Sophyx ran its full lifecycle — crawl, benchmark, fix, publish, measure — to make that guidance a source AI assistants can cite. Here's what it produced for competencybasedassessment.ca.
AI-ready content assets
AI Gateway visits
since Jul 28, 2026
Knowledge-graph entities
AI-assistant referrals
since Jul 28, 2026
A 5.0-rated service (Google) used by 500+ P.Eng applicants — now AI-citable, too.
Sophyx figures measured as of August 14, 2026. Rating and applicant count per competencybasedassessment.ca.
What the loop delivered
One connected system — crawl, generate, optimize, publish, measure — not a stack of disconnected tools.
Automation cycles run
Crawl → generate → optimize → publish
Knowledge-graph entities
One brand brain feeding every channel
Specialist hours delivered
Estimated production time — see note below
AI Gateway visits
275 unique · since Jul 28, 2026
AI-assistant referrals
ChatGPT · Claude · Perplexity · Gemini · since Jul 28, 2026
AI-crawler fetches
GPTBot, ClaudeBot & peers ingesting the AI Gateway
Estimated specialist production time — blogs ×3h, FAQs ×1h, social posts ×0.5h, other assets ×1h (strategy, writing, SEO, schema and publishing). Not a tracked metric.
Coverage that compounds
Every approved asset adds another surface for AI to cite when engineers research the CBA.
Content produced, cumulative
Competency Based Assessment's AI-ready knowledge layer, compounding month over month.
AI Gateway traffic, daily
Visits to the hosted AI-ready site — measured since Jul 28, 2026.
The full suite
Not another tool. The whole lifecycle.
Trackers stop at the metric. Sophyx runs every step — and each pass strengthens how AI describes the brand.
- Step 1
Crawl & Map
Build one brand knowledge graph from the site, docs and posts.
- Step 2
Track & Benchmark
See how AI answers describe the brand vs. competitors.
- Step 3
Find the Gaps
Pinpoint prompts where the brand is missing or described wrong.
- Step 4
Build & Publish
Generate approved content, JSON-LD and llms.txt across web + social.
- Step 5
Measure & Repeat
Track the organic + AI traffic won, then run the loop again.
How Sophyx did it
Step 01
Crawled the service into a knowledge graph
Sophyx read competencybasedassessment.ca and built a 37-entity knowledge graph around Competency-Based Assessment (CBA), competency statements, the SAO, and the regulators applicants face — APEGA, EGBC, APEGS, PEO and Engineers Geoscientists Manitoba.
Step 02
Mapped the questions engineers ask AI
It tracked the real prompts EIT and P.Eng applicants ask — how to write competency statements, what a self-assessed rating means, what to do after a rejection — and found where the brand was absent from the answer.
Step 03
Generated the AI-ready guidance layer
156 approved assets — 21 blogs, 16 FAQs and 39 social posts covering CBA structure, provinces and licensing paths — each shipped with JSON-LD and an llms.txt entry for machine reading.
Step 04
Published and measured the reach
The AI Gateway drew 1,259 visits and 37 AI-assistant referrals in its first weeks of measurement, with AI crawlers steadily ingesting the structured knowledge layer.
The shift
Before the loop
- Deep expertise, but hard for AI to read and cite
- Complex CBA guidance spread across many pages
- Assistants giving vague, generic licensing advice
- Content, SEO and social run as separate manual jobs
After the loop
- A 37-entity knowledge graph as one source of truth
- 156 AI-ready assets with JSON-LD and llms.txt coverage
- Structured, consistent CBA guidance AI engines can cite
- 1,259 AI Gateway visits and 37 AI-assistant referrals, measured
Your free starting point
See where AI skips your brand — in 60 seconds
Run the same free AI visibility check Sophyx ran on Competency Based Assessment. Get your AI Visibility Score, the prompts you're missing, and the prioritized fixes — no credit card, no commitment.
Free audit · Results in ~60 seconds · No credit card
Frequently asked questions
What Sophyx delivered, and how AI-visibility works for P.Eng licensing and Competency-Based Assessment.
What did Sophyx deliver for Competency Based Assessment?
Sophyx crawled competencybasedassessment.ca into a 37-entity knowledge graph, then generated and published 156 AI-ready assets — 21 blogs, 16 FAQs and 39 social posts — each with JSON-LD and an llms.txt entry. In the first weeks of measurement the hosted AI Gateway drew 1,259 visits and 37 AI-assistant referrals. That is an estimated 179+ hours of specialist content work.
What is a Competency-Based Assessment (CBA) in Canadian engineering?
The CBA is how many Canadian engineering regulators assess whether an applicant has the practical competencies to be licensed as a Professional Engineer (P.Eng). Applicants document real experience against defined competency indicators — often via Self-Assessed Outcomes (SAO). It is exactly the kind of high-stakes, detail-heavy topic engineers now research through AI assistants.
Which regulators and regions are covered in the knowledge graph?
The knowledge graph maps CBA guidance across regulators including APEGA (Alberta), EGBC (British Columbia), APEGS (Saskatchewan), PEO (Ontario) and Engineers Geoscientists Manitoba, spanning provinces such as Alberta, British Columbia, Saskatchewan, Manitoba and Ontario. Consistent entities are what let AI answers stay accurate across regions.
Does Sophyx write the competency assessment for applicants?
No. Competency Based Assessment (part of CertNova) supports applicants with their own submissions — it does not write them for you. Sophyx is separate again: it is the AI-visibility layer that makes the brand's genuine guidance easy for ChatGPT, Claude, Perplexity and Gemini to find and cite.
Is content optimized for AI still good for Google?
Yes. The clean semantic HTML, structured data and consistent entities that help answer engines cite the brand also strengthen classic Google and Bing rankings for CBA and P.Eng licensing queries. The AI Gateway is indexable by search crawlers and AI crawlers alike.
Why does AI visibility matter for a licensing-support service?
Engineers increasingly ask AI assistants direct questions about licensing before visiting any website — and form trust from the answer. If the brand isn't a clean, consistent source those engines can cite, a competitor or a generic resource gets recommended instead. Sophyx closes that gap and measures the result.
Make your brand the answer AI gives
Start free, see where you stand in AI answers, and let the full Sophyx cycle close the gaps for you.
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