← Data and analysis
Customer-built analysis
Sentiment
Classify how a brand is described using your own analysis pipeline.
Build this analysis in your application
Use collected text to distinguish recommendation, neutral description and criticism. Keep the supporting sentence and your classifier version so a human can audit a label.
Customer-built analysis
Nostimates does not return sentiment labels, confidence scores or distributions. Classification uncertainty is separate from collection success.
Collected input for your analysis
These are illustrative successful run excerpts, not full result files or calculated metrics. Submit POST /v1/crawl-jobs, track completion, then download the authenticated result. Outputs depend on the target; a chatbot has no news articles or Google position fields.
{
"runNumber": 1,
"runTaskId": "7f5c0888-f5ad-4661-b07b-79fbbe1c7b31",
"status": "completed",
"capturedAt": "2026-10-09T10:01:00.000Z",
"pageUrl": "https://www.google.com/search?q=example",
"aioverview": null,
"serp": {
"organic": [
{
"position": 1,
"snippet": "Illustrative search result summary.",
"title": "Illustrative CRM comparison",
"url": "https://example.com/crm-comparison"
}
],
"peopleAlsoAsk": [],
"shopping": [],
"sponsored": []
}
}Sentiment FAQ
- Does the API calculate sentiment?
- No. Classify how a brand is described using your own analysis pipeline. The API supplies collected provider outputs; this analysis belongs in your application.
- How should failed or empty collections be handled?
- Inspect per-target failedRuns and each successful run identity. Empty sources or null fields are valid output; a missing failed run is not an empty successful answer. A completed job can contain failed collections.
Use collected data to build your own reporting and analysis. Our team arranges API access and follows up with next steps.