AI-course.wikiAI Course Visibility Rater
Observed AI visibility

Does AI recommend your course?

Measure whether leading AI assistants recognize, mention and cite a specific course when people ask for job-relevant course recommendations.

The production version should run a fixed, disclosed prompt set on each supported AI platform and timestamp every observation. Scores measure observed visibility—not guaranteed future recommendations.
AI VISIBILITY SCORE
65/100

Strong

Observed recommendation and citation visibility for Accountants prompts.

AI for Accounting Professionals

https://example.com/ai-accounting-course

7 / 12observations mentioned course
4 / 12observations cited course
100%prompt coverage
Interpretation: this course has measurable AI recognition, but visibility is inconsistent across buyer-intent prompts. The largest upside is increasing authoritative third-party corroboration and pages that clearly connect the course to the target profession's real workflows.
Recommendation30% weight
58%
Citation20% weight
33%
Prompt coverage15% weight
100%
Position / rank10% weight
44%
Entity recognition10% weight
100%
Information accuracy5% weight
100%
Competitive SOV*10% weight
67%

Observed recommendations

AI platformTest promptMentionedCitedPositionAccurate
ChatGPTBest AI courses for accountants YES YES #2YES
ChatGPTAI course for a CPA YES — #3YES
ChatGPTLearn ChatGPT for accounting — — —YES
GeminiBest AI courses for accountants YES YES #4YES
GeminiAI course for a CPA — — —YES
GeminiLearn ChatGPT for accounting YES — #5YES
ClaudeBest AI courses for accountants — — —YES
ClaudeAI course for a CPA YES — #3YES
ClaudeLearn ChatGPT for accounting — — —YES
PerplexityBest AI courses for accountants YES YES #2YES
PerplexityAI course for a CPA YES YES #4YES
PerplexityLearn ChatGPT for accounting — — —YES
* In this standalone demo, Competitive SOV is a proxy because full competitor extraction is not yet connected. Production SOV should equal the course's recommendation appearances divided by all identified course recommendation appearances in the same test cohort.

How the score is calculated

AI recommendation frequency 30%

How often the named course appears in relevant AI answers.

Citation / link frequency 20%

How often AI responses provide the course or provider as a cited source.

Relevant prompt coverage 15%

Percentage of distinct buyer-intent prompts where the course appears at least once.

Position / rank 10%

Rewards prominent recommendations rather than incidental mentions.

Course entity recognition 10%

Measures recognition across the supported AI-platform test set.

Competitive visibility 10%

Share of recommendation appearances versus competing courses.

Information accuracy 5%

Checks whether key course facts stated by AI match verified source facts.