AIIndustries · SaaS & software
Lead and revenue attribution for SaaS and software brands
Buyers ask ChatGPT, Perplexity and Copilot which tool handles their use case, and the answer comes from whichever docs, comparisons and pricing pages the AI could read. WISLR measures that channel first-party: which bots crawl your docs, which answers cite them, and which AI referrals reach your pricing page, trial signup or demo form.
The short version
- Buyers ask assistants which tool to use. The answer names three or four products, drawn from docs, comparisons and pricing pages the AI could read. Being in that answer decides who gets the trial.
- Docs earn the citations. API docs, integration guides and changelogs answer precise questions, so assistants quote them. Adjective-heavy marketing pages get skipped.
- WISLR ties citations to pipeline. AI referrals are followed first-party to trial signups, demo requests and pricing, which turns the AI channel into a reportable line in your funnel.
The marketing metrics WISLR reports for SaaS brands
AI referrals
Visits arriving from assistant apps like chatgpt.com and perplexity.ai, counted separately from search and direct, per landing page.
Trial and demo landings
AI-referred arrivals on trial signup, demo request and contact-sales pages: lead attribution for the pipeline you report on.
Pricing-page sessions
Assistant-referred visits that reach pricing, the strongest intent signal in SaaS marketing and currently buried in direct traffic.
Citations
When an AI answer engine quotes or links your docs, comparison pages and changelog while recommending tools for a use case.
Training crawls
Which bots read your docs, feature and integration pages, and when. Crawling comes before citation, so this is the earliest signal a page will appear in answers.
Channel trend
The AI channel over releases and launches: what shipping a feature or a comparison page does to crawls, citations and referrals.
An assistant writes the shortlist now
Software evaluation used to start with ten open tabs; it now starts with one prompt. The assistant names three or four tools, the buyer tries the first one that looks right, and everyone downstream of that answer competes for leftovers. SaaS marketing has to treat that answer as a channel: know when you are in it, what earns the citation, and what the visitors it sends go on to do.
What WISLR measures for software companies
WISLR separates the AI channel into three streams. Training crawls are bots like GPTBot and ClaudeBot reading your docs, feature pages and pricing. Citations are AI answer engines quoting or linking those pages while answering a buyer's question. Referrals are people clicking through from chatgpt.com or perplexity.ai into your funnel, which is lead and revenue attribution for the AI channel, measured first-party at your own edge without scripts added to your site.
Your docs are your best salesperson
Assistants cite pages that answer questions precisely: API docs, integration guides, honest comparison pages, changelogs. Marketing sites full of adjectives get skipped. WISLR shows which of your pages the crawlers read and which ones answers cite, so the content roadmap follows the evidence and SaaS SEO effort lands on pages that feed both search engines and answer engines.
Generative engine optimization, with a scoreboard
Generative engine optimization and answer engine optimization are how software brands earn a place in AI answers: crawlable docs, structured data, pages that map to real use cases. WISLR is the measurement half. It reports whether the GEO work changed what the assistants crawl, cite and send, and whether those referrals become trials and demos.
Common questions
Can WISLR attribute trial signups to AI assistants?
WISLR follows AI-referred sessions to the pages that define your funnel, from trial signup to demo request to pricing, first-party from your edge traffic. You see which assistants send buyers and which landing pages convert them, which is the attribution layer your CRM's self-reported "how did you hear about us" only guesses at.
How is this different from our product analytics?
Product analytics starts once someone is in the product. WISLR covers the step before: the crawls, citations and referrals that decide whether a buyer arrives at all. Conventional web analytics files those referrals under direct; WISLR reports them as the channel they are.
Does blocking AI crawlers protect our content?
It removes you from the answers your buyers read. WISLR shows what each bot does, from training reads to search indexing to live fetches, so you can decide per crawler with data instead of blanket-blocking the channel that writes the shortlist. Our AI crawler index lists who does what.
See what the AI channel already does with your site. Start free or see how WISLR measures the AI channel. Curious which bots would be reading your pages? Browse the AI crawler index. Who runs visibility for this site is on record at agency of record.