AI Visibility Report
Base KnowledgeScanned on Oct 01, 2026, 12:00 AM
Model answers came from the models’ built-in knowledge at scan time.
Report ID
AI Business Understanding
23 business signals were analyzed: 23 scored, 0 N/A (not on your website, so not scored).
Score calculated from 23 scorable signals across 3 AI models.
Scores are computed at generation time with the engine version then in effect. Regenerating a report applies the current engine and may produce a different score.
AI recognized the business name but none of the tested models explicitly associated it with the verified website URL in the tested responses.
signals checked
23
100%
2
partial
6
not found
14
n/a
0
needs correction
1
AI Understanding
Knowledge Match
72%
Good
Knowledge Match
95%
Excellent
Knowledge Match
65%
Good
Score thresholds: 0–24% Poor · 25–49% Fair · 50–74% Good · 75–100% Excellent
Business Profile(Extracted from your website)
Business Name
- Brightwave Studio
Industry
- Technology
Website
https://example.comDescription
- Award winning company with completed 5000+ projects offering web and mobile development.
Services
- Web Development
- Mobile Apps
- Cloud Solutions
Address
- San Francisco, CA
Locations
- San Francisco, CA
- New York, NY
Contact
- contact@example.com
- +1-555-123-4567
Opening Hours
- Mon-Fri 9am-6pm
Social Profiles
- https://twitter.com/brightwave
- https://linkedin.com/company/brightwave
Technologies
- React
- Node.js
- AWS
Certifications
- ISO 27001
- SOC 2
Awards
- Best Startup 2024
Partners
- Partner A
- Partner B
Clients
- Client A
- Client B
Portfolio
- Project A
- Project B
Case Studies
- 6x ROI within the first quarter after launch
Technology Recognition(Unique website technologies vs. what models returned)
Website technologies
3
Recognized by tested models
3
Recognition
100%
Model-only technologies
6
The denominator is the unique set of technologies found on your website. Model-only technologies never increase the denominator.
Business Signal Analysis
| Business Signal | Your Website (Ground Truth) | ChatGPT | Claude | Gemini | Match | |
|---|---|---|---|---|---|---|
Business Name Identity | Brightwave Studio | Brightwave Studio | Brightwave Studio | Brightwave Studio | 100% | |
Website Identity | example.com | Not found | Not found | Not found | 0%Not found | |
Description Identity | Award winning company with completed 5000+ projects offering web and mobile development. | A software studio building web and mobile apps | Award winning company with delivered 2000+ applications offering web and mobile… | A software studio building web and mobile apps | 0%Needs correction | |
Industry Identity | Technology | Technology | Technology | Technology | 100% | |
Services Offerings | Web Development, Mobile Apps | 2 / 3 matched | 3 / 3 matched | Web Development | 67%Partial | |
Products Offerings | Product A, Product B | Product A | Product A, Product B | Product A | 67%Partial | |
Pricing Offerings | Starting at $99/month | Not found | Not found | Not found | 0%Not found | |
Booking Offerings | calendly.com/test | Not found | Not found | Not found | 0%Not found | |
Phone Contact | +1-555-123-4567 | Not found | Not found | Not found | 0%Not found | |
Contact | contact@example.com | Not found | Not found | Not found | 0%Not found | |
Address Contact | San Francisco, CA, New York, NY | Not found | Not found | Not found | 0%Not found | |
Social Profiles Contact | twitter.com/brightwave, linkedin.com/company/brightwave | Not found | Not found | Not found | 0%Not found | |
Locations Presence | San Francisco, CA, New York, NY | San Francisco, CA | 2 / 2 matched | San Francisco, CA | 67%Partial | |
Opening Hours Presence | Mon-Fri 9am-6pm | Not found | Not found | Not found | 0%Not found | |
Languages Presence | English, Spanish | Not found | Not found | Not found | 0%Not found | |
Certifications Trust | ISO 27001, SOC 2 | ISO 27001 | 2 / 2 matched | ISO 27001 | 67%Partial | |
Awards Trust | Best Startup 2024 | Not found | Not found | Not found | 0%Not found | |
Partners Trust | Partner A, Partner B | Not found | Not found | Not found | 0%Not found | |
Clients Trust | Client A, Client B | Client A | 2 / 2 matched | Client A | 67%Partial | |
FAQ Content | FAQ 1, FAQ 2 | Not found | Not found | Not found | 0%Not found | |
Portfolio Content | Project A, Project B | Not found | Not found | Not found | 0%Not found | |
Case Studies Content | 6x ROI within the first quarter after launch | Not found | Not found | Not found | 0%Not found | |
Technologies Technology | React, Node.js | React, Node.js | React, Node.js | React | 67%Partial |
AI Recognition Gaps
Website
None of the tested models returned the verified website.
Up to +6 pts
Pricing
None of the tested models returned the verified pricing.
Up to +5 pts
Booking
None of the tested models returned the verified booking.
Up to +4 pts
Phone
None of the tested models returned the verified phone.
Up to +4 pts
None of the tested models returned the verified email.
Up to +4 pts
Address
None of the tested models returned the verified address.
Up to +5 pts
Social Profiles
None of the tested models returned the verified social profiles.
Up to +4 pts
Opening Hours
None of the tested models returned the verified business hours.
Up to +8 pts
Languages
None of the tested models returned the verified languages.
Up to +3 pts
Awards
None of the tested models returned the verified awards.
Up to +5 pts
Partners
None of the tested models returned the verified partners.
Up to +5 pts
FAQ
None of the tested models returned the verified faq.
Up to +3 pts
Portfolio
None of the tested models returned the verified portfolio.
Up to +3 pts
Case Studies
None of the tested models returned the verified case studies.
Up to +3 pts
Partial Understanding
Description
Description was returned by all 3 tested models, but only in part — the returned information does not fully align with your website.
Up to +10 pts
Services
None of the tested models returned all your verified service areas.
Up to +5 pts
Products
None of the tested models returned all your verified products.
Up to +3 pts
Locations
None of the tested models returned the verified locations.
Up to +3 pts
Certifications
Certifications was returned by all 3 tested models, but only in part — the returned information does not fully align with your website.
Up to +6 pts
Clients
Clients was returned by all 3 tested models, but only in part — the returned information does not fully align with your website.
Up to +4 pts
Technologies
Technologies was returned by all 3 tested models, but only in part — the returned information does not fully align with your website.
Up to +4 pts
Needs correction
AI gave details that differ from your website. Update your website or listings so AI learns the right ones.
Description
applications offering web: website says 5000+, claude says 2000+
Details not on your website
AI models mention these facts about your business. They may be correct, but our scan did not find them on your website. Verify and add to your site if accurate. Each value is counted once, however many models repeated it.
Products
NFTs, Cryptocurrencies
Technologies
Bitbucket, Semrush, Salesforce, Git, Linux, Power BI
Top Recommendations
Confirm Canonical Website URL
Why: None of the tested models returned the verified website.
Action: Ensure your canonical website URL appears in schema.org Organization url field and in every page's rel=canonical tag.
Estimated impact: up to +6 score points.
Up to +6 pts
Improve Business Description
Why: Description was returned by all 3 tested models, but only in part — the returned information does not fully align with your website.
Action: Add a 150-160 character meta description and a 2-3 sentence About summary matching your schema.org description field.
Estimated impact: up to +10 score points.
Up to +10 pts
Improve Services Coverage
Why: None of the tested models returned all your verified service areas.
Action: Create a dedicated /services page with one H2 per service area (Web Development, Mobile Apps, Cloud Solutions), plus Service schema markup.
Estimated impact: up to +5 score points.
Up to +5 pts
Create Product Pages
Why: None of the tested models returned all your verified products.
Action: Create dedicated product pages and include product details in schema markup.
Estimated impact: up to +3 score points.
Up to +3 pts
Impact is shown in estimated score points — the estimated contribution to the overall AI Visibility Score if this signal is fixed, based on historical LLMSpotter benchmark data. Individual impacts are estimates and are not purely additive because signals may overlap. Actual impact varies by industry and site authority.
AI Knowledge Match by Category
Business Identity Signal Match
Name, brand, website, legal entity
100%
Services & Solutions Signal Match
What you offer
67%
Products Signal Match
Products and platforms
83%
Contact & Presence Signal Match
Phone, email, address, locations
67%
AI Recognition of Trust Signals
Certifications, awards, partnerships
67%
Technology & Content Signal Match
Details that improve AI context
67%
Category score = average of the scorable signals in that category, across the models that measured it (N/A signals are excluded, not scored as zero). N/A = nothing on your website for any signal in this category. Overall score = weighted average of the category scores shown above — the same renormalized formula used to compute them. Category weights: Business Identity 25%, Services & Solutions 30%, Products 15%, Contact & Presence 10%, AI Recognition of Trust Signals 10%, Technology & Content 10%. When a category has no ground truth (for example Products) it is excluded and the remaining weights are renormalized.
AI Recognition of Trust Signals measures whether tested AI models returned the verified trust and authority signals. It does not measure the company's actual trustworthiness or authority.
Your AI Visibility Potential
Current Score
78%
Potential Score
Up to 88%
Highest-impact fixes identified. Estimated improvement: up to +10 score points
Potential score is the current score with every Partial signal simulated as fully returned, computed by the same scoring engine. Actual results may vary. Individual recommendation impacts are estimates and are not purely additive because signals may overlap.
Glossary & Methodology
Signal States
100%: Your website states this and every tested AI model got it right.
Partial: Your website states this and AI got some of it.
Not found: Your website states this but no AI model returned it (0%).
Needs correction: AI contradicts something your website states. Scored 0% so you can find and fix it.
Website gap: Your website does not state something every business should (such as Industry). Scored 0%; AI did not contradict anything, the fix is on your site.
N/A: Your website does not state this, so there is nothing to check. Not scored.
Score Definitions
Overall AI Visibility Score: Weighted average across all scorable signals and models.
AI Business Understanding (Live Web): What models returned after using live web search.
Pre-Search Model Knowledge: Information returned by the model before live web search — its built-in training data. It does not represent everything the model knows internally.
Search Lift: AI Business Understanding (Live Web) minus Pre-Search Model Knowledge, in score points. It is descriptive, not inherently positive or negative.
Score Thresholds
0–24% Poor
25–49% Fair
50–74% Good
75–100% Excellent
Methodology Notes
Citations are evidence of source discovery during live web search, not proof that a model understood or correctly returned a signal.
Match percentages are computed as (matching sub-fields) / (total sub-fields compared) × 100. Sub-fields vary by signal type.
Impact percentages are estimates based on historical LLMSpotter benchmark data. Actual impact varies by industry and site authority.
N/A signals do not receive a percentage and are excluded from the score. Optional signals such as booking or opening hours are N/A when your website does not mention them, so they do not lower your score. Every other signal is scored.
Actual AI responses vary by query, time, and model version. Scores are directional indicators, not guarantees.
RPT-01OCT2026-1000 · Scanned Oct 01, 2026, 12:00 AM · https://example.com · Generated by LLMSpotter — LLMSPOTTER.com