# Authority and Third-Party Mentions — AI Visibility and LLM Brand Discovery

Source: https://www.geekswithgeeks.com/en/ai-visibility/inf-authority

> Earn credible coverage on sources that assistants and retrieval systems tend to trust.

## What others say about you matters

Assistants rarely rely only on a brand's own claims. They lean on **independent sources**: reputable publications, review and comparison sites, community discussions (such as forums and Q&A sites), encyclopaedic pages, official directories, academic or industry reports and customer reviews. A brand that is regularly and credibly discussed in such places is more likely to be mentioned and described well. This is **earned**, not purchased as a trick: it comes from real products, real customers, honest reviews, and useful contributions. Study which sources are cited in answers for your category and focus on being genuinely present there.

## Which sources are cited, run

I ran this on five made-up cited URLs. A community site appears twice and your own domain is 20% of citations. Counting domains over many answers shows where to focus.

```python
from collections import Counter
from urllib.parse import urlparse

cites = ["https://reddit.com/r/pm/x", "https://acme.example/blog/a",
         "https://g2.com/products/acme", "https://reddit.com/r/saas/y",
         "https://en.wikipedia.org/wiki/Kanban"]
dom = Counter((urlparse(u).hostname or "").removeprefix("www.") for u in cites)
print(dom.most_common(2), round(dom["acme.example"] / len(cites), 2))
```

Output:

```
[('reddit.com', 2), ('acme.example', 1)] 0.2
```

## Contribute, do not spam

Join community discussions only where you can be genuinely helpful and transparent about your affiliation. Spammy self-promotion gets removed, damages trust and can teach models a negative association.

**Quiz:** Which kind of source do assistants tend to trust more than a brand's own claims?

- [ ] Random strings
- [ ] Anonymous spam
- [ ] Hidden text on your page
- [x] Independent reviews, reputable publications and community discussion

*Answer:* Independent reviews, reputable publications and community discussion. Independent corroboration makes claims more believable than self-description alone.