B2B SaaS

Software buyers are building their shortlists inside AI. See who keeps showing up — and what’s behind it.

Track the questions buyers ask while evaluating software. See which vendors AI names, the sources behind those answers, and where your marketing team can act.

An illustration of the AI discovery environment around one representative B2B SaaS buyer question, "Best revenue attribution tool for a B2B team with a 90-day sales cycle". All four monitored engines returned an answer. ChatGPT named Competitor One and Your Company, citing Softwarebase and The Stack Report. Claude named Competitor One and Competitor Two, citing The Stack Report. Gemini named Competitor Two and Your Company, citing Softwarebase. Perplexity named Competitor One and Competitor Two, citing Ledgerline. Across those four answers, the organisations named more than once were Competitor One: in three of the four answers; Your Company: in two of them; Competitor Two: also in three. Sourcepath records what each engine answered and which sources it cited, and has no access to how any model chose either. The company, competitors, sources and environment shown are representative, not customer data.

A question your buyers are asking

Best revenue attribution tool for a B2B team with a 90-day sales cycle

Sourcepath Finding

You’re in this room. So are Competitor One and Competitor Two — and every engine that answered was reading somebody else’s page.

Three questions where AI wasn’t naming you. Three completely different jobs for marketing.

One company. One evidence system. Sourcepath read each question, and each one resolved into a different kind of work.

An illustration of what Sourcepath recommends when a company has no page for a tracked buyer question. The question is "Alternatives to enterprise attribution platforms for mid-market teams". 4 monitored engines answered it, citing 4 pages cited. None of them named the company, and nothing on its own domain covers the question closely enough to carry it, so Sourcepath recommends creating a page and sets out what it should contain. The page topic is "Enterprise attribution alternatives for mid-market B2B teams", recurring h1 theme across 3 of 4 cited pages. Add section: What mid-market teams actually need from attribution — Recurring H2 topic across 3 of 4 cited pages. Create comparison table: How the main options compare — Present on 4 of 4 cited pages. Add section: What you give up moving off an enterprise platform — Recurring H2 topic across 2 of 4 cited pages. Add FAQ: "Is multi-touch attribution worth it below fifty employees?" — Answered on 3 of 4 cited pages. Add coverage: "Incrementality testing" — Referenced on 3 of 4 cited pages, absent from your content. Content depth on the cited pages: avg. 2,400 words across 4 pages. The structure shown is an outline: no copy has been written. The company, sources and environment shown are representative, not customer data.

Buyer question

Alternatives to enterprise attribution platforms for mid-market teams

Named in the answersCompetitor OneCompetitor TwoCompetitor Four
Your Company

Not named by any of the four engines that answered.

Closest page you own

No page on yourcompany.com matched this question closely enough to carry it.

“We don’t even have a page for that.”

Product Marketing

Create New Contentthe work is a page you haven’t written

Sourcepath Finding

Nothing you own answers this question. The evidence supports a page you haven’t written.

Opportunity

Create New Content

You get the outline before anyone writes a word — and every section in it came from somewhere.

Open in Content Studio
An illustration of what Sourcepath recommends for a page a company already owns. The tracked buyer question is "Revenue attribution software that works with Salesforce and HubSpot together". ChatGPT, Claude, Perplexity answered it, citing 3 pages cited, and one of the three named the company. It already has a page at yourcompany.com/integrations/attribution, headed "Attribution for Salesforce and HubSpot". Two of its sections already satisfy what the evidence asks for: "What multi-touch attribution measures" and "Attribution models available". Sourcepath recommends three specific changes to the document itself. Expand section: Supported data sources. Include: which Salesforce and HubSpot objects the integration reads and writes, and in which direction. — Stated on 2 of 3 cited pages. Add section: How Salesforce and HubSpot data stay in sync — Heading observed on 3 of 3 cited pages. Insert FAQ: "Can I run Salesforce and HubSpot attribution at the same time?" — Answered on 2 of 3 cited pages. Beside the document, six opportunities apply to the page as a whole rather than to any one section. Three are already addressed: Question-style headings, Definition and product context, Supporting internal links. Three are open: Add schema: FAQ structured data; Expand: Content depth — 1,300 words, against avg. 2,400 across 3 cited pages; Monitor new source: A comparison guide first cited in July. The company, page, sources and environment shown are representative, not customer data.

Buyer question

Revenue attribution software that works with Salesforce and HubSpot together

Named in the answersCompetitor OneCompetitor FourYour Company
Your Company

Named by 1 of the 3 engines that answered. Missing from the other two.

Closest page you own

yourcompany.com/integrations/attribution — a real match for this question.

“Wait — we already have a page for this.”

Product Marketing

Revamp Existing Contentthe work is on a page you already own

Sourcepath Finding

Your integration page already covers this question. The evidence supports three specific changes to it, and three page-level opportunities are already closed.

Opportunity

Revamp Existing Content

Nothing new needs commissioning. Sourcepath shows what the page already does well — and where the rest belongs.

Open in Content Studio
An illustration of what Sourcepath recommends when the work for a tracked buyer question does not belong on the company's own website. The question is "How do the main revenue attribution platforms compare for B2B SaaS?". Claude, Gemini, Perplexity answered it, and all three answers cited the same outside page: "Revenue Attribution Platforms: A Buyer’s Guide for B2B SaaS" at thestackreport.com/guides/revenue-attribution, published by The Stack Report, an industry buying guide. By Priya Raman · Updated August 2026. Cited in answers to 6 of your tracked buyer questions, across three engines. Sourcepath checked that page for each organisation by name: Competitor One is listed, Competitor Two is listed, Competitor Four is listed, Your Company is not found. The opportunity belongs to the Lists & Comparisons workstream as an outreach opportunity, and the recommended action is to become listed on The Stack Report. No change to the company's own website affects this question. The company, competitors, publication, author and environment shown are representative, not customer data.

Buyer question

How do the main revenue attribution platforms compare for B2B SaaS?

Named in the answersCompetitor OneCompetitor TwoCompetitor Four
Your Company

Not named by any of the three engines that answered.

What they cited

All three answers cited the same outside page.

“Oh. This isn’t a website problem.”

Product Marketing

Third-Party Opportunitiesthe work is on a page you don’t own

Sourcepath Finding

The answers to this question are built on a page you don’t control — and it names your competitors by hand.

Opportunity

Third-Party Opportunities

Know exactly which external page deserves attention, what the gap is, and where the opportunity belongs.

Open in Brand & Influence

Three visibility gaps. Three different marketing jobs.

Create New Content

a missing owned answer

Sourcepath gives you the outline and the evidence behind every part of it.

Revamp Existing Content

an existing page that needs work

Sourcepath attaches each change to the part of the page it belongs to.

Third-Party Opportunities

an influential source you do not own

Sourcepath names the page, the gap and the workstream it belongs in.

An illustration of how three tracked buyer questions resolved, and how the same three read six scans later. The three kinds of work are Create New Content — a missing owned answer; Revamp Existing Content — an existing page that needs work; Third-Party Opportunities — an influential source you do not own. Read again six scans later: Create, "Alternatives to enterprise attribution platforms for mid-market teams": The page you published is now among the sources cited in answers to it. Revamp, "Revenue attribution software that works with Salesforce and HubSpot together": Named by all three engines that answered. In the first reading, one. Third-party, "How do the main revenue attribution platforms compare for B2B SaaS?": Listed on the guide. Verified on the page itself. Across the 12 tracked questions with a completed result in both scans, Your Company was named in 3; six scans later, 7 — +133% more of the same questions. Same comparable question set. Six scans apart. Separately, and as chronology rather than cause, the work that happened between the two readings was: 1 page created, 3 existing pages revamped, 2 external opportunities addressed. The figures shown are representative, not customer data.

Six scans later

The same three questions. Three different things changed.

Create

Alternatives to enterprise attribution platforms for mid-market teams

The page you published is now among the sources cited in answers to it.

Revamp

Revenue attribution software that works with Salesforce and HubSpot together

Named by all three engines that answered. In the first reading, one.

Third-party

How do the main revenue attribution platforms compare for B2B SaaS?

Listed on the guide. Verified on the page itself.

+133%

more of the same tracked buyer questions named Your Company.

3 of 127 of 12

Same comparable question set. Six scans apart.

The work that happened in between

1page created
3existing pages revamped
2external opportunities addressed

The company, competitors, pages, publication and environment shown are representative, not customer data. Sourcepath records what each engine answered and which sources it cited, and has no access to how any model chose either.

One evidence system. Four ways to put it to work. Explore each Sourcepath intelligence layer.

Four Sourcepath capabilities, each shown with one representative B2B SaaS visual. AI Search Intelligence: four monitored engines answering one tracked buyer question, "Best revenue attribution tool for a B2B team with a 90-day sales cycle", with the point in each answer where an organisation was named picked out in light. Competitive Intelligence: the organisations that recurred across tracked buyer questions — Competitor One, Your Company, Competitor Two, Competitor Three, Competitor Four — with the company's own brand highlighted. Competitor Three isn’t on your tracked list. Brand and Influence: four kinds of outside source that recur around this category — Softwarebase, a review platform; The Stack Report, a buying guide; Northgate App Directory, a integration marketplace; Meridian Research, a analyst source. Content Studio: the two shapes owned-site work takes, a page that does not exist yet whose structure is recommended, and a page that already exists with specific changes marked. Every environment shown is representative, not customer data.

See what four engines actually told your buyer.

AI Search Intelligence

Explore AI Search Intelligence

The shortlist forms before anyone fills in a form.

Competitive Intelligence

Explore Competitive Intelligence

Most of what decides your category, you didn’t publish.

Brand & Influence

Explore Brand & Influence

Every finding comes with the evidence behind it.

How Sourcepath handles evidence. Four things are kept and stay connected on every finding. The answer: in the engine’s own words; The source it cited: the page, not just the site; The companies in it: including ones you weren’t tracking; The finding: drawn from the three on its left. The answer shown came from ChatGPT; the source it cited was Softwarebase/compare/attribution; the companies named in it were Competitor One and Your Company; and the finding drawn from them reads: "Your integration page covers this. Four changes are supported." Three things follow from that. Evidence stays attached — open any recommendation and see what supports it; Evidence strength stays visible — thin evidence stays thin; Advice changes with the evidence — when the evidence moves, the recommendation moves. The environment shown is representative, not customer data.

Questions

What B2B SaaS teams ask before they start. Straight answers, no hedging.

What is AI Search Intelligence for B2B SaaS?

Software buyers increasingly run discovery, comparison and shortlisting inside AI assistants rather than a page of search results. AI Search Intelligence is the practice of observing what those assistants actually answer for the questions your buyers ask, and which sources they cite when they answer, so marketing can work from evidence rather than assumption. See what the platform covers.

Which AI platforms does Sourcepath monitor?

ChatGPT, Claude, Gemini and Perplexity. Sourcepath records each one separately, because they do not answer the same buying question the same way. A vendor named by three of them and missed by the fourth is a different situation from one named by all four, and a single blended score would hide the difference.

How is AI visibility different from citation coverage?

Visibility is whether your brand appeared in the answer. Citation coverage is whether your own domain was cited as a source for it. They move independently, and in B2B SaaS it is common to be named often while almost none of the citations point at you — because the answer was assembled from review platforms, buying guides and comparison pages instead. Sourcepath reports the two separately, and never as one number. See how both are reported over time.

How does Sourcepath decide whether an opportunity belongs on our site or somewhere else?

It follows the evidence, and it resolves four ways. If nothing you own answers a tracked buyer question, that is a page to create. If a page already covers it but the cited pages carry things yours does not, that is a page to improve. If the answers are built on a destination you do not control, the work belongs there instead — a profile, a listing, an integration. And when something you have already published is doing the job, Sourcepath says so rather than inventing work for your team.

Can Sourcepath analyse third-party sources such as review platforms, analyst sites and buying guides?

Yes. Sourcepath classifies the specific page that was cited rather than the website it sits on — one publisher can host a customer review profile and an analyst document, and those are different kinds of work belonging to different teams. It also tells you how much of each source it was able to read directly, so you know how firm the ground is before you act on it.

Can Sourcepath identify competitors we are not already tracking?

Yes. Organisations that appear in answers to your tracked questions but are not on your competitor list are surfaced separately from the ones you added. In B2B SaaS that regularly turns up names outside the set marketing maintains — a smaller vendor a particular question keeps returning, or a category entrant nobody has got round to adding.

Can Sourcepath help us create or improve content based on this evidence?

Yes, when the work is on your own site. For a page you do not have, you get its recommended structure before anything is written: the sections to include, and what the evidence says each one should cover. For a page you already have, you get the specific changes named against the parts of the page they belong to — and a check on what actually landed once the work is done.

How is Sourcepath different from a traditional SEO platform?

An SEO platform’s answer to every finding is work on your own website, because that is as far as its evidence reaches. Sourcepath observes what AI assistants answered and what they cited — and a large share of what gets cited in software buying questions is not published by any vendor. So some of what Sourcepath finds is work on your site, and some of it is not.

How does AI search optimization for B2B SaaS actually work?

You track the buyer questions that shape a shortlist, and Sourcepath records what each monitored AI engine answers for them: which vendors get named, which pages and third-party sources the answer cites, and where you are absent. That evidence is what turns into work — a page to write, a page to strengthen, or an outside source worth pursuing — and it is read again on the next scan. See how SEO and AEO teams work this evidence.

See what AI is answering about your category.