Built for Google Search, AI Overviews, ChatGPT, Perplexity, Gemini, Copilot.
Model comparisons
The answer names a model. The site names three.
A reply picks a version. The site still markets three names.
The citation lands on the benchmark that named one checkpoint.
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This connection
Checking this connection…
Cited in AI companies
reddit.com is the most cited domain in AI companies.
Source for this chart: Top cited domains. This data is accumulated from multiple sources and internal training data, which helps us get the client cited.
| Domain | |||||
|---|---|---|---|---|---|
| 1 | 939 | — | — | 0 | |
| 0 | 1,143 | — | — | 0 | |
| 0 | 596 | — | — | 0 | |
| 1 | 0 | — | — | 0 | |
| 1 | 0 | — | — | 0 | |
| 1 | 0 | — | — | 0 | |
| 1 | 0 | — | — | 0 | |
| 1 | 0 | — | — | 0 | |
| 1 | 0 | — | — | 0 | |
| 1 | 0 | — | — | 0 | |
| 1 | 0 | — | — | 0 |
A dash means this snapshot has no count for that engine. A zero means the domain was not cited in the measured sample.
Snapshot 8 Oct 2026 · United States · top eight domains
What the reply must pick
A model, a job, and a release.
We would build comparison pages, a public name map, docs pinned to a release, and integration pages for stacks people already ask about.
Question
best model for contract review under a token budget
The job, the constraint, and the checkpoint. A leaderboard image is not the page a reply can quote.
- Model for contract review under a token budgetOpening a model can liftCited
- A public name mapAI companiesCited
- AI coding assistant versus the one already in the IDETool comparisonRead
- which release still supports the old function-call formatReleaseRead
- connect this model to a private retrieval stackIntegrationRead
Answer
The job, the budget, and the checkpoint this page means. Company and product sit beside that name.
- Model for contract review under a token budget
- A public name map
One noun, one job, one release. A chat product can repeat that passage without guessing which thing you sell.
SEO, AEO, GEO, AIO
Four checks on the model name.
Comparison and release URLs are what should rank. The name map is what lets a reply select one noun.
- How search is built
01 — SEO
One model, one page
Comparison queries resolve to the version the benchmark actually tested.
- How answers cite a page
02 — AEO
The name that matches
Product, model, and checkpoint are written so a quote cannot mix three brands.
- GEO consultant
03 — GEO
Model prompts
Copilot and ChatGPT are asked which model fits the job, and which version they name.
- AIO consultant
04 — AIO
Overview of the model
An overview that cites a benchmark is recorded apart from the chat reply.
Buyers cannot tell which thing to ask for.
An AI company ships under a company, a product, a model family, and a checkpoint. Chat replies treat those as one noun until a page lines them up. When it does not, the reply recommends a release you retired, a research codename, or a wrapper that calls your API and takes the mention.
The queries that move a conversation are comparisons. Contract review under a token budget. A coding assistant set beside the one already in the IDE. Which release still accepts the previous function-call format. Docs and integration pages help only when they name the release the sample was written for and the stack the buyer already runs. A homepage that says “frontier” gives the reply nothing to select.
01
A chat reply that picks one model for a job.
Where the noun is chosen
02
A comparison that states the checkpoint.
URL that should own it
03
Company, product, and last quarter’s release read as three vendors.
What drifts
What we line up first
One public name, then the comparisons.
The first audit is where replies already disagree with the site: the nouns, the releases, and the URLs that should own a comparison.
- 01
A public name map
Company, product, model family, and the checkpoint you want named, on one URL. Retired codenames point forward to that name.
- 02
Comparisons that pick a job
Each page names the other model and the work. It states the constraint, tokens or latency or residency, and the buyer who should choose the other model.
- 03
Docs pinned to a release
Samples say which release they target. A changed function-call format gets its own note, so an older tutorial cannot look like the method to ship.
- 04
Integrations people already ask for
Private retrieval, the IDE, the help desk, the warehouse. One stack per URL, with the product name written the same way as on the name map.
- A public name mapbest model for contract review under a token budget
- Comparisons that pick a jobAI coding assistant versus the one already in the IDE
- Docs pinned to a releasewhich release still supports the old function-call format
The page
Model for contract review under a token budget
AI companies
- Link from a public name map
- Link from comparisons that pick a job
- Link from docs pinned to a release
Links
A real page has to point here.
The first audit is where replies already disagree with the site: the nouns, the releases, and the URLs that should own a comparison.
The pass is an illustration for AI companies. A referring page sends a link to the URL that should own the query.
The practice
How this engagement runs.
01
Write the name map
Company, product, model, checkpoint. Old names point forward.
02
Pick the comparisons
Jobs people already ask, including the tool already in the IDE. Not every benchmark cell.
03
Pin the release
Docs and integration pages state the release they were written for. Logo rows stay directories.
04
Read the reply
Rankings on those URLs, citations, share of answer on the prompt list, and signups tied to the URL. Nothing public until the client clears it.
We will not publish a leaderboard that calls a checkpoint the best model on the market, or leave three product names unlabeled and hope a reply reconciles them.
What we watch. We would measure rankings on the comparison and release URLs, citations that name this company, share of answer against the other names in that reply, and pipeline as demo or API signups analytics can tie to the non-brand URL. A named result is published when that client clears the figure. Until a figure is cleared, the log is the record: ranked, cited, named, or absent. A client figure is added here only after that client clears it.
Related practice
AI company questions
Next
Audit the page a reply should name.
Book a visibility audit on the comparison or the name map. Scoring one URL free shows whether that noun can be fetched.