Preview. Every figure on this site is currently a fixture, not a measurement — the live crawl has not run yet. Nothing here describes Google's actual results.
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How much page one moves

Week-on-week turnover of the top ten, by topic.

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

2026-W36

Turnover

Average churn
13%
of the top ten, weekly
Weeks measured
12
2026-W25 to 2026-W36
Observations
82,620
query-weeks stored

Churn is the share of page-one domains that differ from the previous week, measured as one minus the Jaccard coefficient. It does not move when Google returns nine results instead of ten.

Topics

By topic

Movers

Least stable queries

QueryWeekly churn
seo tools pricing comparison44%
seo tools for beginners41%
share of voice vs rank tracking API40%
AutoGen pricing39%
pgvector python39%
Express alternatives38%
brand mentions python37%
Majestic python36%
brand mentions tutorial35%
exponential backoff api35%
FastAPI vs Django35%
headless detection explained34%
best structured data tools34%
what is Claude API33%
internal linking explained33%
Frase review32%
Cursor MCP tutorial32%
Airflow vs Dagster32%
rate limiting example32%
PlanetScale alternatives32%
SERP snapshot api31%
Gemini API vs Groq31%
how to use ScaleSERP31%
Replicate tutorial31%
AgentGPT review30%
Method

The measurement behind it

A fixed corpus of 4,185 queries, run once a week from the United States through one endpoint, stored and never re-fetched. 82,620 observations across 12 weeks so far. The method is written out in full on how we measure.

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

Reproduce any figure here

Free tier, no card. Same endpoint, same parameters — the corpus is the only thing you would need to supply.

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