Thunderdome B2B SaaS AI Visibility Index

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Brand report · July 2026

Browserless Browserless: AI Visibility Report

browserless.io ↗

When buyers ask ChatGPT, Claude, and Gemini about seo crawlers & site audit, Browserless ranks #13 of 15, a Visibility Score of 7 in SEO Crawlers & Site Audit .

These rankings are measured from what the three models know from training, not a live web search. The live-web grounded surface is rolling out across the index. Methodology.

How AI sees Browserless

Barely visible, and only when buyers already know what they want.

Where it wins. Browserless surfaces in feature-led queries, where buyers ask about specific capabilities rather than broad recommendations. That narrow foothold produces a 6.9% mention rate, though first-pick selection sits at just 2.8%.

Where it loses. It is absent from seven major prompt themes, including best overall, enterprise, startup, and use-case fit, which are the categories where purchase decisions actually form. At rank 13 of 15, it is effectively invisible to buyers who have not already narrowed their search.

AI-generated analysis of the July 2026 measurements.

Positioning

How Browserless positions itself vs how AI ranks it

The pitch

"Run headless Chrome in production without the maintenance"

What AI actually says

Homepage self-messaging · July 2026 ranking · the biggest gaps across the index →

SEO Crawlers & Site Audit · #13 of 15

7 / 100 first snapshot (July 2026)
7%
mention rate (72 answers)
2
avg. position
3%
first pick
1%
share of voice
First snapshot: July 2026. The trend line appears with the second monthly measurement; no modeled history.
ChatGPT
12
Claude
8
Gemini
0
Prompt themes Browserless would want to own

Share of each theme's answers that mention Browserless. Hover a row for the exact prompt. Compare shapes on the head-to-head page.

Feature-led ask
5/9 · #1×2

Gaps Best overall · Use-case fit · Top tools in 2026 · Startup & small team · Enterprise pick · If you could pick one · Budget & alternatives

Most co-mentioned competitors
Firecrawl
100%
Apify
100%
ScrapingBee
60%
Zyte
40%
ScraperAPI
40%
Playwright
40%

Share of Browserless's mentions where the AI models name this brand in the same answer. That is the real competitive set in the AI channel.

Scores are measured from real AI answers, refreshed monthly. Methodology.

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