Only 16% of B2B marketing leaders can prove AEO drives pipeline
In October and November 2026, Rocksalt surveyed 56 B2B marketing leaders about how they run answer engine optimization (AEO), the practice of getting a brand cited in AI answers from ChatGPT, Perplexity, Gemini and Google AI Overviews. Two-thirds of respondents are CMOs or heads of marketing. Most teams run AEO by hand, measure it by AI mentions and can't tie it to pipeline. The hardest problem they name is knowing which questions buyers actually ask AI. The few who can prove pipeline share clear habits: a named owner, a mix of approaches and more content. Here's what they do differently.
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Key findings from the AEO Pulse, Fall 2026
- Only 16% of B2B marketing leaders can prove AEO drives pipeline. 9 of 56 say AEO has brought in significant pipeline and they can measure it. All 9 have a named owner, and 5 of the 9 combine two or more approaches.
- Knowing which questions buyers actually ask AI is the #1 AEO challenge, named by 46% of B2B marketing leaders.
- Teams with AEO tools feel the question problem most. 8 of 13 teams using a dedicated AEO tool name it their hardest problem, compared with 10 of 28 teams running AEO by hand.
- Half of B2B teams (50%) run AEO in-house by hand, and 27% say AEO has no single owner.
- Few teams name volume as their bottleneck, but teams seeing AEO results publish more. Only 20% say producing content fast enough is their hardest problem, yet 5 of the 9 teams that can measure AEO pipeline publish 11 or more pieces a month, compared with 13 of the other 47.
Only 16% of B2B marketing leaders can prove AEO drives pipeline
When asked whether AEO has brought in significant leads or pipeline, only 16% of B2B marketing leaders (9 of 56) said yes and that they can measure it. 29% believe it has but can't measure it, 29% say it's too early to tell, and 27% say not yet.
The gap is widest at larger companies. At companies with more than 200 employees, 10 of 15 respondents said tying AEO to pipeline is their hardest problem, and only 1 of 15 can measure AEO pipeline.
What the measurers do differently: every one of the 9 has a named owner for AEO, and 5 of the 9 tie pipeline or revenue directly to AI sources. See how the 16% do it.
Percentages are rounded, so they add to 101%.
The #1 AEO challenge is knowing which questions buyers actually ask AI
46% of B2B marketing leaders say their hardest AEO problem is knowing which questions buyers actually ask AI. It ranks ahead of influencing third-party sources such as Reddit and review sites (41%), tying AEO to pipeline (39%) and making content specific enough to get cited (36%).
Few teams name volume as their bottleneck. Only 20% say producing content fast enough is their hardest problem, even though 48% publish or substantially update 4 or fewer website pieces a month. What most teams say holds them back is knowing what to answer. But the teams seeing results do publish more: see how the 16% do it.
Why it matters: AEO tools and teams usually start from short, keyword-style prompts. Real B2B buyers ask AI long, specific questions, and those questions decide which brands get cited. See what real buyer questions look like.
Teams with AEO tools feel the question problem most
Teams that use a dedicated AEO or AI visibility tool are more likely, not less, to say they don't know what buyers ask AI. 8 of 13 tool users named it their hardest problem, compared with 10 of 28 teams running AEO by hand. 8 of 13 tool users also struggle to tie AEO to pipeline, versus 7 of 28 manual teams.
One likely reason: tracking makes the gap visible. Once a team monitors a list of prompts, it can see what it's tracking, but not whether those prompts are what buyers actually ask. Where tools clearly help is staleness. None of the 13 tool users said their AEO data goes stale, compared with 8 of 28 manual teams.
Read this as directional: the tool and manual groups are small (13 and 28 respondents), so we report counts rather than percentages.
Bar length shows the share of each group. Agency, mixed and not-yet-started teams are excluded here (15 respondents).
Half of B2B teams run AEO by hand
50% of B2B teams run AEO in-house manually, checking AI tools themselves and tracking results in spreadsheets. 23% use a dedicated AEO or AI visibility tool, 13% use an agency or consultant, and 7% haven't started.
Asked what they've done about their hardest problem, 43% built their own workflow from spreadsheets, scripts and manual processes. 13% looked for a solution and didn't find one.
For 27% of B2B teams, nobody owns AEO
AEO most often sits with SEO or organic (27%), and just as often it has no single owner (27%). 20% of teams put it under content and 13% under demand generation. Only 3 of 56 have a dedicated AEO lead.
Ownership tracks results: 2 of the 3 teams with a dedicated AEO lead can measure AEO pipeline. None of the 15 teams without a single owner can.
Most teams measure AEO by mentions, not pipeline
66% of B2B teams track how often they're mentioned or cited in AI answers, and 54% track traffic from AI engines. Only 25% track pipeline or revenue tied to AI sources, and 14% don't track AEO at all.
Even tracking pipeline isn't enough on its own. Of the 14 teams that track it, only 5 say they can actually measure AEO's pipeline impact.
Mid-sized B2B teams are furthest along on AEO
Companies with 50–200 employees are the most likely to measure AEO pipeline (5 of 16) and to publish 11 or more website pieces a month (10 of 16). Most use a dedicated AEO tool or an agency, and every one of them has started acting on its hardest problem.
Teams under 50 employees mostly run AEO by hand (17 of 25), and 7 of 25 haven't acted on their hardest problem yet. At companies with more than 200 employees, the hardest problem is tying AEO to pipeline (10 of 15), and only 1 of 15 can measure it.
| Under 50 employees (n=25) | 50–200 employees (n=16) | Over 200 employees (n=15) | |
|---|---|---|---|
| Hardest AEO problem | Knowing which questions buyers ask AI, and making content specific enough to get cited (10 of 25 each) | Knowing which questions buyers ask AI (8 of 16), then influencing Reddit and review sites (7 of 16) | Tying AEO to pipeline (10 of 15) |
| What they've done about it | Built their own workflow (13 of 25). Nothing yet (7 of 25) | Bought a dedicated AEO tool (9 of 16) or hired an agency (6 of 16). None said "nothing yet" | Bought a tool (5 of 15) or built their own workflow (4 of 15). 3 of 15 looked for a solution and didn't find one |
| How they run AEO | By hand (17 of 25) | With a dedicated AEO tool (7 of 16) | By hand (6 of 15) or with a tool (4 of 15) |
| Can measure AEO pipeline | 3 of 25 | 5 of 16 | 1 of 15 |
| Publish 11+ website pieces a month | 3 of 25 | 10 of 16 | 5 of 15 |
Output tracks results at mid-sized companies: all 10 respondents at 50–200 employee companies who say AEO is bringing in pipeline (whether or not they can measure it) publish 11 or more pieces a month. All 6 who don't say so publish 10 or fewer. Bigger budgets may drive both, so read this as a pattern, not proof.
What B2B marketers said about AEO
“Asked AI how to rank in AI lol and everything is my problem.”B2B marketing leader, write-in answer
“LLMs tend to favor the broad generalists rather than a specialist like us unless you press the issue.”B2B marketing leader, write-in answer
“It's just messy and hard to measure with attribution being dark.”B2B marketing leader, write-in answer
What B2B teams that can measure AEO pipeline have in common
9 of 56 respondents said AEO has brought in significant pipeline and they can measure it. 5 of the 9 work at companies with 50–200 employees. Here is what sets them apart.
The #1 AEO problem is knowing what buyers ask. See the real questions your buyers ask AI.
Rocksalt finds the questions buyers ask in your sales calls, on Reddit and on LinkedIn, tells you which to answer first, then drafts original content from what your company knows, so AI answers can cite it.
How the AEO Pulse survey was conducted
Rocksalt ran a 10-question online survey of B2B marketers from October 2 to November 9, 2026. Respondents were recruited through Rocksalt's email list and LinkedIn, and received the results in return for taking part.
- Respondents: 56 B2B marketers
- Fielded: October 2 – November 9, 2026
- Roles: 66% CMO or head of marketing, 13% demand generation or growth, 11% SEO or organic, 11% other
- Company size: 45% under 50 employees, 29% 50–200, 18% 201–1,000, 9% over 1,000
- Rounding: percentages are rounded to whole numbers
- Small groups: groups under 20 respondents are reported as counts
Multiple-choice questions allowed more than one answer, so totals exceed 100%. Write-in answers were grouped where they matched a listed option. The sample leans toward smaller companies and toward marketers already engaged with AEO, so treat the results as a pulse check rather than a census.
AEO survey questions, answered
What is AEO (answer engine optimization)?
AEO is the practice of getting a brand mentioned and cited in answers from AI engines such as ChatGPT, Perplexity, Gemini and Google AI Overviews. It's also called GEO (generative engine optimization) or AI search optimization.
What percentage of B2B marketers can measure AEO pipeline?
16%. In Rocksalt's Fall 2026 AEO Pulse survey of 56 B2B marketing leaders, only 9 said AEO has brought in significant pipeline and they can measure it. The other 84% said it hasn't yet (27%), it's too early to tell (29%), or they think so but can't measure it (29%).
What is the biggest challenge in AEO for B2B teams?
Knowing which questions buyers actually ask AI. 46% of B2B marketing leaders named it their hardest AEO problem, ahead of influencing third-party sources such as Reddit and review sites (41%), tying AEO to pipeline (39%) and making content specific enough to get cited (36%).
How are B2B companies doing AEO in 2026?
Mostly by hand. 50% of B2B teams run AEO in-house manually, checking AI tools themselves and tracking results in spreadsheets. 23% use a dedicated AEO or AI visibility tool, 13% use an agency or consultant, 7% use a mix and 7% are not doing anything yet.
Who owns AEO in B2B marketing teams?
Usually SEO, or nobody. 27% of B2B teams say SEO or organic owns AEO and another 27% say it has no single owner. 20% put it under content, 13% under demand generation, and only 5% have a dedicated AEO lead.
How do B2B marketers measure whether AEO is working?
Mainly by AI mentions and traffic. 66% track how often they are mentioned or cited in AI answers and 54% track traffic from AI engines. Only 25% track pipeline or revenue tied to AI sources, and 14% don't track AEO at all.
Do AEO tools solve the hardest AEO problems?
They solve monitoring, but teams with tools feel the question problem most. Of 13 teams using a dedicated AEO tool, 8 named knowing which questions buyers ask AI as their hardest problem, compared with 10 of 28 teams running AEO manually. Tracking prompts makes the gap visible: teams can see what they monitor, but not whether it matches what buyers ask. None of the tool users named stale data as a problem, versus 8 of the 28 manual teams. The subgroups are small, so treat this as directional.
Which B2B companies are furthest along on AEO?
Mid-sized ones. In Rocksalt's Fall 2026 AEO Pulse, 5 of 16 companies with 50–200 employees can measure AEO pipeline, compared with 3 of 25 under 50 employees and 1 of 15 over 200. Mid-sized teams are also the most likely to use a dedicated AEO tool or an agency, and to publish 11 or more website pieces a month (10 of 16).
What do B2B teams that can measure AEO pipeline do differently?
All 9 have a named owner for AEO. 5 of the 9 combine two or more of these approaches: their own workflow, a dedicated AEO tool, an agency. That compares with 5 of the other 47 respondents. 5 of the 9 publish 11 or more website pieces a month, and 5 of the 9 tie pipeline or revenue directly to AI sources.
Does publishing more content help AEO?
Teams seeing AEO results publish more, though few name volume as their bottleneck. 5 of the 9 teams that can measure AEO pipeline publish or update 11 or more website pieces a month, compared with 13 of the other 47. Only 20% of respondents say producing content fast enough is their hardest problem. Larger budgets may drive both, so treat this as a pattern, not proof.
How was the AEO Pulse survey conducted?
Rocksalt ran a 10-question online survey of B2B marketers from October 2 to November 9, 2026. 56 people responded: 66% CMOs or heads of marketing, 73% at companies under 200 employees. Respondents were recruited through Rocksalt's email list and LinkedIn.
Every question, every answer
Aggregate results for 9 questions (n=56). One question used for internal research is not published. Download the full results as CSV or the full report as a PDF. They're free to reuse with credit under CC BY 4.0.
Q1. How many employees does your company have?
| Answer | Respondents | % |
|---|---|---|
| Under 50 | 25 | 45% |
| 50 to 200 | 16 | 29% |
| 201 to 1,000 | 10 | 18% |
| 1,001 to 5,000 | 3 | 5% |
| Over 5,000 | 2 | 4% |
Q2. Which best describes your role?
| Answer | Respondents | % |
|---|---|---|
| CMO or head of marketing | 37 | 66% |
| Demand generation or growth | 7 | 13% |
| SEO or organic | 6 | 11% |
| Product marketing | 1 | 2% |
| Content | 1 | 2% |
| Other | 4 | 7% |
Q3. How is your team handling AEO today?
| Answer | Respondents | % |
|---|---|---|
| In-house, manually (checking AI tools ourselves, spreadsheets) | 28 | 50% |
| A dedicated AEO (or AI visibility) tool | 13 | 23% |
| An agency or consultant | 7 | 13% |
| A mix of approaches (write-in) | 4 | 7% |
| Not doing anything yet | 4 | 7% |
Q4. Who owns AEO on your team?
| Answer | Respondents | % |
|---|---|---|
| SEO or organic | 15 | 27% |
| No single owner | 15 | 27% |
| Content | 11 | 20% |
| Demand generation | 7 | 13% |
| Communications or PR | 3 | 5% |
| A dedicated AEO lead | 3 | 5% |
| An agency | 2 | 4% |
Q5. How do you track whether AEO is working? (multiple choice)
| Answer | Respondents | % |
|---|---|---|
| How often we're mentioned or cited in AI answers | 37 | 66% |
| Traffic from AI engines | 30 | 54% |
| Asking buyers how they found us (forms or sales calls) | 16 | 29% |
| Pipeline or revenue tied to AI sources | 14 | 25% |
| We don't track it yet | 8 | 14% |
Q6. What is the hardest part of AEO for your team right now? (multiple choice)
| Answer | Respondents | % |
|---|---|---|
| Knowing which questions buyers actually ask AI | 26 | 46% |
| Influencing third-party sources (Reddit, review sites, lists) | 23 | 41% |
| Tying AEO to pipeline | 22 | 39% |
| Making content specific enough to get cited | 20 | 36% |
| Finding the time, owner, or budget | 12 | 21% |
| Producing content fast enough to close the gaps we find | 11 | 20% |
| Keeping up; we audit once and the data goes stale | 9 | 16% |
Q7. What have you done about that so far? (multiple choice)
| Answer | Respondents | % |
|---|---|---|
| Built our own workflow (spreadsheets, scripts, manual process) | 24 | 43% |
| Bought a dedicated AEO tool for it | 16 | 29% |
| Hired an agency or freelancer | 11 | 20% |
| Nothing yet | 10 | 18% |
| Looked for a solution and didn't find one | 7 | 13% |
Q8. In a typical month, how many pieces of website content does your team publish or substantially update?
| Answer | Respondents | % |
|---|---|---|
| 0–1 | 4 | 7% |
| 2–4 | 23 | 41% |
| 5–10 | 11 | 20% |
| 11–20 | 12 | 21% |
| 21–50 | 3 | 5% |
| More than 50 | 3 | 5% |
Q9. Has AEO brought in significant leads or pipeline for your company?
| Answer | Respondents | % |
|---|---|---|
| Yes, and we can measure it | 9 | 16% |
| We think so, but can't measure it | 16 | 29% |
| Too early to tell | 16 | 29% |
| Not yet | 15 | 27% |
How to cite this research
Rocksalt (2026). The AEO Pulse: Fall 2026. Survey of 56 B2B marketing leaders, fielded October 2 – November 9, 2026. https://www.rocksalt.ai/research/b2b-aeo-survey-2026