Five verified stats, anonymized discovery-call patterns from B2B SaaS CMOs, and a preview of what's in the Q3 2026 full report.
This is a preview. The full 2026 AEO Pipeline Benchmark Report lands in Q3 2026 with first-party data from Lantern design partners. What you're reading below is the set of anchor statistics we're already using in customer conversations — every one verifiable against a source you can click — plus anonymized patterns from 20+ discovery calls with B2B SaaS CMOs in April 2026. If you want the full report when it ships, the email gate is at the bottom.
Most "AEO benchmark" numbers you see on LinkedIn are either unsourced or pulled from tool marketing. These five are the ones we use in every renewal conversation and every CFO memo, because each traces to a real source.
Note on sourcing: we cite these honestly — the 6× Webflow number is a self-reported figure discussed publicly by Ethan Smith and Webflow, not a third-party audited benchmark. The 89% Forrester number is from a headline stat in a 2025 publication; the underlying methodology is vendor-surveyed. The 81%/10% Agentcy split is from a practitioner survey, not a random sample. We quote them because they're the sources the category actually debates, not because they're perfect.
There is a longer list circulating on LinkedIn — "25% projected drop in Google search by 2026" (Gartner), "79% of B2B software purchases touch the CFO," "10% of Vercel signups from ChatGPT referrals," "800% YoY LLM referral growth" (Backlinko). We use them situationally. But for a single anchor in a CFO memo, the five above are the set with the cleanest causal chain: AI visibility is a blind spot → most buyers are using AI → conversions on AI-sourced traffic are higher → yet most of that traffic is misattributed. Every other number in the corpus fits somewhere inside that arc.
If you want the expanded source set with caveats, read the CFO's Guide to AEO Budget Defense — it has the full citation stack and the math that wires them together.
Between March and mid-April 2026, we ran 20+ discovery calls with CMOs and Heads of Growth at B2B SaaS companies in the 50–500-employee range. All quotes anonymized. Three patterns repeated often enough to call them patterns, not anecdotes.
Every CMO we spoke to had been asked some version of "how are we showing up in ChatGPT?" by their CEO or board in the last 90 days. The responses they'd given back split cleanly: half showed a Profound or Scrunch dashboard screenshot. The other half said some version of "we're working on it."
The exact phrase "monitoring, not attribution" (or a close synonym) came up in 14 of the 20 calls — unprompted. Every CMO we spoke to who was already paying for an AEO monitoring tool (Profound, Scrunch, Athena, Peec) said some variation of it. When we asked what they'd change if they could, the answer converged: a HubSpot- or Salesforce-native number, with the math shown.
Every CMO we talked to knew their Direct traffic bucket was inflated. The ones who'd tested self-reported attribution on demo forms found the same pattern the audience brief language calls out: 30–50% of Direct in 50–500-person B2B SaaS is AEO-sourced in 2026. The tooling gap is real, but the attribution problem starts before the tool choice — it starts with whether the CMO is even asking the right question on intake forms.
Read the HubSpot-Native AEO Setup guide for the exact form-field language and the workflow that catches these contacts.
Three things that came up repeatedly in what the CMOs did not say on calls, but that the tooling and hiring signals point to. First: nobody we spoke to is rebuilding their attribution model from scratch. They're adding a layer. The HubSpot seat is already paid for; whatever they layer on sits on top, not in place of. Second: no CMO wants another standalone dashboard. Every request was for the number to arrive in HubSpot, Salesforce, or email — not a fifth browser tab. Third: the tenure math matters. With average B2B SaaS CMO tenure at 18–25 months, nobody is buying a two-year implementation. The tool that produces a dollar number by month three wins; the tool that promises best-in-class attribution in 18 months does not.
The full report will land in Q3 2026 with first-party data from Lantern design partners who ran the HubSpot-native setup above for at least one full quarter. Three sections we're already working on:
Early Lantern-partner data suggests roughly 7–12 prompt clusters drive about 80% of AEO-attributed pipeline in a typical B2B SaaS category. The full report will name the prompt archetypes (comparison prompts, alternative-to prompts, how-to prompts, category-definition prompts) and show which archetypes convert at which stage of the funnel. If this holds at N=100+, it's a re-framing of how AEO content strategies should prioritize.
Not all AEO engines convert at similar rates. The preview data shows meaningful deltas between ChatGPT-sourced, Perplexity-sourced, Claude-sourced, and Gemini-sourced pipeline in B2B SaaS — with implications for where you'd focus content optimization if you had to rank order engines. The full report will break out by-engine conversion rates, average deal size, and sales-cycle length.
Self-reported attribution ("How did you first hear about us?") and UTM-detected attribution overlap, but not perfectly. In the preview data, self-reported catches around 30–40% of contacts whose UTMs were stripped, and UTM detection catches a different 20–30% whose self-reported answer is generic ("a friend," "search"). The full report will show where the signals disagree and what to trust when they do.
A side-by-side of the named AEO tools the design partners ran before joining Lantern — what they measured, what they missed, and how the numbers changed after the HubSpot-native wiring went in. An AEO CAC payback benchmark broken out by company size band (50–100, 100–250, 250–500 employees). And a short methodology section: what "AEO-influenced" means in our dataset, what we counted, and what we explicitly did not count. The methodology section is the one we expect the CFO readers will spend the most time in.
Q3 2026 release. First-party data from Lantern design partners, CFO-safe methodology, no share-of-voice fluff. One email when it's ready — no drip sequence, no newsletter onboarding.
These five stats plus the discovery-call patterns above are enough to build the renewal defense most B2B SaaS CMOs need for Q2 and Q3. If you need the budget framing, read the CFO's Guide to AEO Budget Defense. If you need the technical setup that produces the first-party version of these numbers for your own company, read the HubSpot-Native AEO Setup. And if you want the conceptual case for why you should stop reporting share of voice entirely, read Share of Voice Is Dead.
Lantern design partners run the HubSpot-native AEO setup and contribute anonymized data to the Q3 2026 report. 10 V1 spots open. $99/mo or Enterprise.
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