AI Search Readiness for Quantum Algo
Strong: 80/100
2 checks need attention. Top fixes are listed below.
Last run May 30, 2026.
Strong
AI engines are likely to cite and recommend you for the right queries.
- Passing
- 15
- Warnings
- 2
- Failing
- 2
- Skipped
- 9
Low awareness mode
ChatGPT doesn't know you yet — here are 5 pages to publish.
This path skips competitor evidence and focuses on giving AI engines enough source material to recognize the brand.
- 1. Canonical product definition page with a 25-50 word description.
- 2. Best your category for your target buyer page.
- 3. top competitor alternatives page
- 4. Pricing or plan comparison page with a real table.
- 5. Third-party directory/list placements that cite your category.
Top fixes
Highest-impact issues first, ranked by severity.
- Quotable product definition near topFailcontent.product_definition_likely
A clear definition of what your product is appears in the first 300 words AI engines extract.
Evidence: No clear definition pattern in the first 300 words.
Fix: Add a 25–50 word definition above the fold matching the template: "<Brand> is <category> that <primary function>, <key differentiator>." AI engines often cite this verbatim.
- 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 linking to LinkedIn, X/Twitter, Crunchbase, Wikipedia/Wikidata, GitHub, and major product directories.
- Pricing visible or linkedWarncontent.pricing_visible
Pricing is visible or one click away — AI engines extract this constantly.
Evidence: Pricing link found (/pricing) but no pricing table on the homepage.
Fix: Surface a pricing summary (3 tiers, headline price each) on the homepage or above-the-fold of /pricing. AI engines pull from tables far more reliably than from prose.
- Use case or audience statedWarncontent.use_case_or_audience_signal
Your homepage names who the product is for and the job they're hiring it for.
Evidence: Only one weak audience signal in body copy.
Fix: State the target audience explicitly more than once: hero, sub-headline, and a use-case section. AI engines need repetition to associate your brand with a buyer persona.
Full check breakdown
All 19 evaluated checks across 6 dimensions.
AI visibility
Whether AI engines actually mention you for buyer-intent queries.
- Brand recognized in AI enginesSkipped
Skipped — could not derive category/audience from site copy.
- Brand description accurateSkipped
Skipped — could not derive category/audience from site copy.
- Cited in category buying queriesSkipped
Skipped — could not derive category/audience from site copy.
- Recommended for primary use caseSkipped
Skipped — could not derive category/audience from site copy.
- Surfaces in competitor comparisonsSkipped
Skipped — could not derive category/audience from site copy.
Answer accuracy
Whether AI engines describe your product without contradicting your site.
- AI describes pricing accuratelySkipped
Skipped — could not derive category/audience from site copy.
- AI describes core features accuratelySkipped
Skipped — could not derive category/audience from site copy.
- AI describes target audience accuratelySkipped
Skipped — could not derive category/audience from site copy.
- No contradictory claims about the productSkipped
Skipped — could not derive category/audience from site copy.
Entity signals
Whether AI engines can identify your brand as a distinct entity.
- Organization schema presentPass
Found SoftwareApplication 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://www.quantum-algo.com/
- Logo or hero image declaredPass
og:image set
Content & citability
Whether your homepage gives AI engines quotable answers.
- Meta description in citation rangePass
Meta description is 152 characters.
- Quotable product definition near topFail
No clear definition pattern in the first 300 words.
- FAQ content presentPass
36 FAQ entries with FAQPage schema.
- Pricing visible or linkedWarn
Pricing link found (/pricing) but no pricing table on the homepage.
- Use case or audience statedWarn
Only one weak audience signal in body copy.
Machine-readability
Whether your markup is machine-readable enough to parse cleanly.
- Valid JSON-LD on homepagePass
46 typed JSON-LD blocks present.
- Clean heading hierarchyPass
Clean hierarchy: 1 H1, 9 H2 sections.
- Semantic HTML landmarks presentPass
3/4 semantic landmarks present.
- Tables or lists for parallel dataPass
13 lists on the page (no tables, but rich list usage).
Trust signals
Whether trust and recency signals are present.
- HTTPS enforcedPass
Site served over HTTPS.
- Privacy policy link presentPass
Privacy link: /legal/privacy/
- Terms of service link presentPass
Terms link: /legal/terms/
- Contact channel visiblePass
Contact page: /contact
- Recency signal presentPass
Found 2026 or 2025 on the page.
Want the full prioritized fix list?
Sign up free to get a one-shot fix brief tailored to Quantum Algo. Paid plans add ongoing monitoring, competitor benchmarks, and prioritized fix lists.