Audit Report · Public Example
CMT Industries
GRC facade panels and architectural composites manufacturer · cmtindustries.com
Marginal
CRS Score
45
Share of Voice
0%
Mentioned in Probes
100%
Cited in Probes
0%
The headline gap
CMT Industries is mentioned by AI in 100% of probes about its category — but cited as a source in 0%. AI systems recognize the name but have no third-party evidence to verify any claim, so buyers asking ChatGPT or Claude about commercial composites are introduced to Hexcel, Toray, Northrop instead.
Why you're not cited
Three things we found.
- high
Zero third-party authoritative anchors
No Wikipedia entry, no trade publication mentions, no government registry listings. AI systems have nothing outside cmtindustries.com to verify your claims against.
Estimated fix effort: 2–4 weeks
- medium
Thin evidence base — every signal is first-party
All 8 evidence sources we found are subpages of cmtindustries.com. AI systems need multiple independent sources to recommend a brand confidently.
Estimated fix effort: 2–3 months
- medium
No structured schema markup
No schema.org/Organization or LocalBusiness JSON-LD. AI crawlers fall back to inferring entity facts from HTML, which is fragile and inconsistent.
Estimated fix effort: a few days
+ 6 more findings in the full audit.
Brand confusion AI is making
What AI thinks you are. And what you actually are.
Our diagnostic engine probes whether AI systems confuse CMT Industries with other entities sharing the same short name. Each row below is an explicit refutation: a false identity AI might otherwise pick, paired with the correct one.
NOT
television channel
IS
GRC facade manufacturer
Confidence
99%
NOT
concrete cutting tools company
IS
GRC facade manufacturer
Confidence
95%
Who's winning this category
Brands AI cites instead of yours.
| Brand | Share | Mentions | Citations | 3rd-party Anchors |
|---|---|---|---|---|
| Hexcel Corporation | 36.4% | 4 | 4 | 1 |
| Toray Industries | 36.4% | 4 | 4 | 1 |
| Northrop Grumman | 27.3% | 3 | 3 | 1 |
| CMT IndustriesYou | 0.0% | 0 | 0 | 0 |
This is what a Citability audit looks like.Yours is free.
We run the same deep-dive diagnostic on your domain, identify your specific gaps, and give you a prioritized action plan. No credit card. Full results.