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Business judgment on AI products

SiteData

SiteData is a browser extension that shows how many sites have run Google Ads for a keyword in the last 4 weeks, with clickable details on advertisers, traffic, and DR. AI processes keyword queries to return ad competition signals, helping users gauge if a keyword is backed by real ad spend.

Not a business yet Early AI transformationAI + BusinessMarketingSEOSEO specialistsAffiliate marketersMedia buyersGlobal
Team / maker
fantexi178
First tracked here
2026-08-28
Last updated here
2026-08-29
Product site
Visit site ↗

01

Why this would be needed

Start inside the user's day · Public facts + workflow reasoning · 2026-08-29

Use case

SEO, affiliate, and media buying professionals need to assess whether a keyword is worth investing in, avoiding blind choices.

Manually checking Google Ads or using other tools, but data is incomplete or queries are slow.

Search volume only reflects interest, not real commercial behavior; lack of ad spend data leads to guesswork.

xOcto's call

Demand is evidenced

Trend: ad intelligence shifts from search volume to actual ad spend, using site count to validate commercial intent. Entry: target SEO, affiliate, and media buying professionals, make ad competition signals default, and charge per query or subscription.

Reason to use it

Why users would choose it

Free ad-spend site count with fast queries, seamlessly integrated into search flow, providing extra signal.

Where the easy answer breaks down

The tension worth following

An English validation note will follow from the public evidence.

If this is your job

Worth trying. Free ad-spend site count with fast queries, seamlessly integrated into search flow, providing extra signal.

Entry and what to borrow

Trend: ad intelligence shifts from search volume to actual ad spend, using site count to validate commercial intent. Entry: target SEO, affiliate, and media buying professionals, make ad competition signals default, and charge per query or subscription.

What this judgment rests on
Public fact

SiteData is a browser extension that shows how many sites have run Google Ads for a keyword in the last 4 weeks, with clickable details on advertisers, traffic, and DR. AI processes keyword queries to return ad competition signals, helping users gauge if a keyword is backed by real ad spend.

Workflow reasoning

Free ad-spend site count with fast queries, seamlessly integrated into search flow, providing extra signal.

The unknown that could change the call

An English validation note will follow from the public evidence.

02

Chinese and English ecosystems

Market comparison

English ecosystem · English-language market

Local supply: Emerging
Demand evidence: Early signal

Public coverage has been recorded for this market. · 2026-08-29

Chinese ecosystem · CN

Local supply: Emerging
Demand evidence: Not yet verified

Public coverage has been recorded for this market. · 2026-08-29

There is no full analysis yet. Start with the direction above.

Public information is limited; this view will update as more evidence appears. It was recently added and does not yet have verifiable usage data.

Full analyses of similar products: getopen, gtm-cofounder

04

Verifiable public evidence

Evidence trail

05

Go from the product name to primary material

Use these searches when the official site is missing or the current link is only a lead.