Growthract Insights
Practical thinking on SEO, Answer Engine Optimization, AI search visibility and the systems behind sustainable organic growth.
Original research across 100 B2B SaaS websites on llms.txt adoption, AI crawler access, JSON-LD, schema markup, canonicals, and technical readiness.
Benchmark signals
n = 100AI search crawler access
97 / 98 known
Homepage JSON-LD
76 / 97 inspectable
llms.txt adoption
74 / 97 determinable
SoftwareApplication schema
21 / 97 inspectable
Deterministic observations from public website evidence. No proprietary readiness score and no claim that these signals cause AI citations.
Featured
Does llms.txt help with Google rankings, ChatGPT visibility or AI search citations? Here is what the major platforms actually say, where llms.txt can be useful and what businesses should prioritize instead.
Umang Gupta
Aug 18, 2026
Insights
50 articles
Fifteen platforms, twenty checks, and one question: which content management features actually decide whether search and AI systems can reach your pages? We reviewed first-party vendor and search-engine documentation rather than running a live test rig, so the matrix separates what is documented from what is unverified.
15 sourced statistics on AI Overviews, ChatGPT-driven B2B buyer research, and the shift from clicks to citations — each with a link to the original data and a note on how to read it.
A tier-by-tier comparison of the AI-visibility and AEO tools B2B SaaS teams are actually using in 2026 — what each one measures, who it fits, and what none of them can promise you.
A failed AI visibility check and a genuine 'no mention' look identical on the surface but mean completely different things. Here's why that distinction matters and how to test for it.
Original benchmark data: 21 of 97 inspectable B2B SaaS homepages had no JSON-LD structured data at all — including Slack, Notion, Linear and Snowflake. Here's the full list and what it means.
In our 100-company AI Search Readiness Benchmark, exactly one B2B SaaS homepage disallows GPTBot, ClaudeBot, PerplexityBot and every other major AI crawler in robots.txt. Here's the real finding, re-verified live.
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