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Market and brand research

sentiment analysis explained

Measured weekly since 2026-W25. 12 observations.

Measured 2026-W36 · 2026-08-31 · google.com, gl=us

2026-W36

This week

AI Overview
Showing
in 12 of 12 weeks
Sources cited
6
1 of them not in the top 10
Organic results
8
returned on page one
Weekly churn
11%
of the top 10 changes each week
AI Overview, week by week
2026-W252026-W36
How much the top 10 moved

Google is answering this query itself, and 1 of the 6 sources it credits do not appear in the ten results below.

Citations

What the AI Overview cites

DomainStatusOrganic position
g2.comCited and ranking2
aws.amazon.comCited and ranking5
digitalocean.comCited and ranking6
capterra.comCited, not ranking
towardsdatascience.comCited and ranking7
docs.python.orgCited and ranking1

A domain marked Cited, not ranking is credited in Google's answer while sitting outside the ten organic results. Across the whole corpus that is true of 38.8% of citations.

Page one

Organic results

#DomainTitleIn the overviewSitelinks
1docs.python.orgSentiment analysis explained | python docsCited
2g2.comSentiment analysis explained | g2 docsCited
3en.wikipedia.orgSentiment analysis explained in 2026Not cited2
4linkedin.comSentiment analysis explained in 2026Not cited
5aws.amazon.comSentiment analysis explained | aws docsCited
6digitalocean.comdigitalocean: sentiment analysis explainedCited
7towardsdatascience.comSentiment analysis explained in 2026Cited
8reddit.comA practical guide to sentiment analysis explainedNot cited
Since 2026-W29

Position history

DomainW29W30W31W32W33W34W35W36
docs.python.org11121111
g2.com22212222
en.wikipedia.org43333333
linkedin.com34444444
aws.amazon.com55555555
digitalocean.com86666766

A dot means the domain was not on page one that week. This is the part no live SERP checker can show you: it needs someone to have been measuring before you asked.

Blocks

Features on this page

AI Overview People Also Ask Related searches Knowledge panel Sitelinks

Filled means Google rendered the block for this query this week. AI Overview, People Also Ask, Related searches, Knowledge panel, Sitelinks — each has its own prevalence across all 4,185 queries.

API

Reproduce this page

Every figure above comes from one call. This is that call — the same endpoint, the same parameters, run once a week.

curl --request GET \
  --url 'https://serpens.p.rapidapi.com/api/v1/search_ai_overview?q=sentiment%20analysis%20explained&gl=us&hl=en&format=json' \
  --header 'x-rapidapi-host: serpens.p.rapidapi.com' \
  --header 'x-rapidapi-key: YOUR_KEY'

Run it on your own queries

Free tier, no card. The AI Overview endpoint returns the overview, its citations, and the organic results in one response.

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One email each Monday covering sentiment analysis explained: what changed in the results, which domains moved, and where AI Overview switched on or off. Unsubscribe in one click.