Nostimates

Kimi sources tracking

kimisourcesAccount required

Kimi's source set skews toward long documents — whitepapers, filings, technical manuals — which makes it the clearest signal available on whether your B2B material is being read.

How it renders

A document-level reference set with passage grounding.

Sampling

Source panels are wider and more stable than inline citations, so they reach a usable confidence interval at lower n.

Gotcha

A single authoritative long document outperforms a cluster of short pages here, which inverts the usual content-cluster playbook. Optimise depth, not page count.

What the API returns

A single collection call against Kimi for the sources field, sampled n times and returned as one object per prompt.

{
  "engine": "kimi",
  "field": "sources",
  "prompt": "best ai visibility tracking tool",
  "country": "GB",
  "language": "en",
  "n": 30,
  "sources": [
    {
      "url": "https://nostimates.com/docs",
      "domain": "nostimates.com",
      "inline": true,
      "sample_frequency": 0.7
    },
    {
      "url": "https://example.org/report",
      "domain": "example.org",
      "inline": false,
      "sample_frequency": 0.23
    }
  ]
}
GET /v1/collect?engine=kimi&field=sources

Response fields

KeyTypeNotes
urlstringSource URL from the panel.
domainstringRegistrable domain.
titlestring | nullPanel title as rendered.
inlinebooleanWhether this source was also cited inline.
sample_frequencyfloatShare of n samples containing this source.

What it costs

Included in the base collection wherever the engine exposes a panel.

See credit pricing →

Kimi sources FAQ

Does content clustering help on Kimi?
Less than depth does. One thorough document tends to beat ten thin ones.
Do PDFs need to be accessible?
Yes — PDF accessibility matters more here than site structure.

See whether your whitepapers are being read

We will run your prompts against Kimi and report document-level citation for your library.

No newsletter. One reply from a human.

Across every engine

Compare how sources behaves on every engine we track.

Sources across all engines →