AI Search Readiness for CalcPath
Mixed: 62/100
7 checks need attention. Top fixes are listed below.
Last run September 4, 2026.
Partial audit result
The website checks completed, but some AI evidence was unavailable. The score excludes skipped checks rather than treating them as failures.
- 6 AI probes were incomplete; affected checks were skipped or based only on completed evidence.
- AI category inference used a conservative fallback; answer probes still ran, but category-specific recommendations may be less precise.
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ChatGPT evidence · Audited September 4, 2026
Mixed
AI engines find you sometimes — but several signals are missing.
- Passing
- 12
- Warnings
- 4
- Failing
- 7
- Skipped
- 6
Buyer-query evidence
The first read should show what AI said, whether competitors surface instead, and the top fix.
Raw AI answer
What is CalcPath? Answer in 2-3 sentences.
Perplexity: **CalcPath** is a math pathway in the Colorado Math Pathways framework designed for students whose majors require **calculus**. It is intended to help students reach Calculus in their first academic year, often starting with Pre-Calculus if they are not yet ready for Calculus.[3]
Competitor signal
No competitor comparison signal was available for this run.
Top fix
FAQ content present
Add a 5–10 question FAQ block on the homepage or pricing page covering: what it is, who it's for, pricing, integrations, alternatives, and onboarding. Wrap it in FAQPage JSON-LD.
Top fixes
Highest-impact issues first, ranked by severity.
- FAQ content presentFailcontent.faq_present
FAQs cover the long-tail questions AI engines answer for buyers.
Evidence: No FAQ content detected.
Fix: Add a 5–10 question FAQ block on the homepage or pricing page covering: what it is, who it's for, pricing, integrations, alternatives, and onboarding. Wrap it in FAQPage JSON-LD.
- Pricing visible or linkedFailcontent.pricing_visible
Pricing is visible or one click away — AI engines extract this constantly.
Evidence: No pricing table and no link to /pricing or /plans.
Fix: Publish a /pricing page with a comparison table. "Talk to sales"-only pricing kills AI citation in commercial queries ("how much does X cost").
- Cited in category buying queriesFailai_visibility.cited_in_category_query
Your brand appears when buyers ask AI for the best tools in your category.
Evidence: Not cited in "best business software" by any engine.
Fix: Get listed in third-party best-of articles, G2/Capterra category pages, and HN/Reddit category discussions. AI engines pull category lists from these sources.
- sameAs profile links presentFailentity.same_as_profiles_present
Schema links your brand to authoritative external profiles AI engines trust.
Evidence: No sameAs links on the entity node.
Fix: In your Organization schema, add a sameAs array for authoritative profiles your brand already maintains, such as LinkedIn, GitHub, Crunchbase, or a major product directory.
- Contact channel visibleFailauthority.contact_visible
A contact channel (email or contact page) is reachable.
Evidence: No mailto: or contact/support page link.
Fix: Add a visible contact email or /contact page. Missing contact info is a recurring distrust signal AI engines pick up on.
Full check breakdown
All 23 evaluated checks across 7 dimensions.
AI visibility
Whether AI engines actually mention you for buyer-intent queries.
- Brand recognized in AI enginesPass
Brand recognized by Perplexity.
- Brand description accurateSkipped
Skipped — AI answers could not be evaluated against the site description.
- Cited in category buying queriesFail
Not cited in "best business software" by any engine.
- Recommended for primary use casePass
Recommended by Perplexity for teams evaluating CalcPath.
- Surfaces in competitor comparisonsSkipped
Skipped — no obvious competitor identified from the site copy.
Answer accuracy
Whether AI engines describe your product without contradicting your site.
- AI describes core features accuratelySkipped
Skipped — AI answers could not be evaluated.
- AI describes target audience accuratelySkipped
Skipped — AI answers could not be evaluated.
- No contradictory claims about the productSkipped
Skipped — engines did not return brand-specific answers that could be checked.
- AI describes pricing accuratelySkipped
Skipped — no ground truth extractable from the site.
Entity signals
Whether AI engines can identify your brand as a distinct entity.
- Organization schema presentPass
Found WebSite with name, url, and description.
- sameAs profile links presentFail
No sameAs links on the entity node.
- Brand name consistent across signalsPass
Brand name consistent across 4 signals.
- Canonical URL setPass
Canonical: https://calc-path.com
- Logo or hero image declaredPass
og:image set
Content & citability
Whether your homepage gives AI engines quotable answers.
- Meta description in citation rangeWarn
Meta description is 211 characters (target 50–160).
- Quotable product definition near topPass
Brand + definition pattern detected in first 300 words.
- FAQ content presentFail
No FAQ content detected.
- Pricing visible or linkedFail
No pricing table and no link to /pricing or /plans.
- Use case or audience statedWarn
Only one weak audience signal in body copy.
Digital PR for AI sources
Whether the action plan should prioritize authoritative third-party sources AI engines cite.
- Authoritative source placement recommendedWarn
No engine cited CalcPath in category buying queries.
Machine-readability
Whether your markup is machine-readable enough to parse cleanly.
- Valid JSON-LD on homepagePass
2 typed JSON-LD blocks present.
- Clean heading hierarchyPass
Clean hierarchy: 1 H1, 4 H2 sections.
- Semantic HTML landmarks presentPass
3/4 semantic landmarks present.
- Tables or lists for parallel dataWarn
Only 1 list(s) and no tables.
Trust signals
Whether trust and recency signals are present.
- HTTPS enforcedPass
Site served over HTTPS.
- Privacy policy link presentFail
No /privacy or "Privacy" link on the homepage.
- Terms of service link presentFail
No terms / TOS / legal link on the homepage.
- Contact channel visibleFail
No mailto: or contact/support page link.
- Recency signal presentPass
Found 2026 or 2025 on the page.
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