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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Retrieval-augmented generation

BM25 alternatives

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 11 of 12 weeks
Sources cited
5
2 of them not in the top 10
Organic results
10
returned on page one
Weekly churn
16%
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 2 of the 5 sources it credits do not appear in the ten results below.

Citations

What the AI Overview cites

DomainStatusOrganic position
graphrag.comCited and ranking3
bm25.comCited and ranking4
geeksforgeeks.orgCited and ranking5
github.comCited, not ranking
rag.comCited, not ranking

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
1aws.amazon.comaws: BM25 alternativesNot cited
2reddit.comA practical guide to BM25 alternativesNot cited
3graphrag.comA practical guide to BM25 alternativesCited4
4bm25.comBM25 alternatives — BM25Cited
5geeksforgeeks.orgBM25 alternatives in 2026Cited
6producthunt.comBM25 alternatives in 2026Not cited
7docs.graphrag.comGraphRAG: BM25 alternativesNot cited
8youtube.comA practical guide to BM25 alternativesNot cited
9en.wikipedia.orgBM25 alternatives | en docsNot cited
10substack.comBM25 alternatives | substack docsNot cited
Since 2026-W29

Position history

DomainW29W30W31W32W33W34W35W36
aws.amazon.com11211111
reddit.com22122232
graphrag.com33334323
bm25.com54443444
geeksforgeeks.org45557555
youtube.com88788888

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=BM25%20alternatives&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 BM25 alternatives: what changed in the results, which domains moved, and where AI Overview switched on or off. Unsubscribe in one click.