Nostimates

Google AI Mode sentiment tracking

google_ai_modesentimentAnonymous

Long AI Mode answers make room for genuine comparison, which means the sentiment signal here is richer than on any other Google surface.

How it renders

Derived from the answer text with the evidence sentence retained.

Sampling

Classifications are reported as distributions across n, because the same engine will frame the same brand differently between samples.

Gotcha

AI Mode often recommends and hedges about the same brand in one answer. We return the distribution rather than forcing a single label per sample.

What the API returns

A single collection call against Google AI Mode for the sentiment field, sampled n times and returned as one object per prompt.

{
  "engine": "google_ai_mode",
  "field": "sentiment",
  "prompt": "best ai visibility tracking tool",
  "country": "GB",
  "language": "en",
  "n": 30,
  "sentiment": [
    {
      "brand": "Nostimates",
      "label": "recommended",
      "confidence": 0.86,
      "distribution": {
        "recommended": 0.6,
        "neutral": 0.33,
        "hedged": 0.07
      }
    }
  ]
}
GET /v1/collect?engine=google_ai_mode&field=sentiment

Response fields

KeyTypeNotes
brandstringBrand the classification applies to.
labelstringrecommended | neutral | hedged | negative.
confidencefloatClassifier confidence for this sample.
evidencestringThe sentence the label was drawn from.
distributionobjectLabel shares across the n samples.

What it costs

Add-on field. Priced per collection at a small multiple of the base credit.

See credit pricing →

Google AI Mode sentiment FAQ

Can one answer carry two sentiments for one brand?
Yes, and we keep both. Collapsing them to one label loses the comparison the answer is actually making.
Is sentiment comparable across engines?
Directionally, using the same classifier. Absolute label shares differ because answer length and framing differ.

Find out how AI Mode frames your client

Send a prompt set and we'll return sentiment distributions with evidence.

No newsletter. One reply from a human.

Across every engine

Compare how sentiment behaves on every engine we track.

Sentiment across all engines →