§ AEO · SAAS · ENTITY GRAPH
AEO · GEO · AI SEARCH

Answer Engine Optimization for B2B SaaS.

~55% of B2B buyers research inside AI assistants before Google (Gartner, 2025). For SaaS, AEO is now the primary research surface — schema, entity graph, comparison pages, integration-page citation are the new top-of-funnel.

14/20
CITED COMMERCIAL QUERIES (CASE STUDY)
+312%
ORGANIC, 90 DAYS (SAAS)
<8wk
TIME TO FIRST AI CITATION (CITED BRANDS)
90%+
SCHEMA-GRAPH COMPLETENESS TARGET
12 wks
TYPICAL AEO SPRINT WINDOW
§ 01
WHY AEO IN B2B SAAS

Three reasons B2B SaaS brands ship AEO with us.

Comparison-page rebuilds

Every SaaS sells against 3–6 named competitors. Comparison pages get cited at 2–4× the rate of brand pages inside ChatGPT, Perplexity, and Gemini. We rebuild yours with honest tradeoffs + structured Q&A — the format LLMs preferentially extract.

Integration-page citation

SaaS buyers ask "does X integrate with Y?" inside AI assistants. Integration pages with structured pairwise content + schema get cited 3× more than the alternative (a single integrations list).

Entity-graph density

Wikipedia + Wikidata + LinkedIn company + Crunchbase + G2 + Trustpilot — the SaaS entity graph drives AI-engine identity recognition. We build the sameAs cluster + monitor mentions across the citation graph.

§ INDUSTRY
CONTEXT

What AEO for B2B SaaS actually means in 2026.

~55% of B2B buyers research inside AI assistants before Google (Gartner, 2025). For SaaS, AEO is now the primary research surface — schema, entity graph, comparison pages, integration-page citation are the new top-of-funnel.

BENCHMARKS

B2B SaaS AEO benchmarks — vs top-quartile.

METRIC
CATEGORY MEDIAN
TOP-QUARTILE
SOURCE
AI citation density (category)
5–15%
40%+
OUR ATHENAHQ DATA
Comparison-page traffic share
5–15%
30%+
B2B SAAS AGGREGATE
Time to first AI citation
12–24 wks
4–8 wks (cited brands)
OUR DATA · n=18
Integration-page conversion to demo
3–8%
12%+
B2B SAAS BENCHMARK
Schema graph completeness
40–60%
90%+
OUR AUDIT DATA
Author-bylined content vs generic
2–3× lift
4×+
OUR ENGAGEMENT DATA
Programmatic page indexation rate
40–70%
85%+
GSC INDEXATION DATA
Wikipedia / Wikidata adjacency
No mentions
Multi-mention + Wikipedia entry
ENTITY-GRAPH SIGNAL
§ PITFALLS
PITFALLS

Common B2B SaaS AEO mistakes — and what to do instead.

COMMON MISTAKE
DO THIS INSTEAD
Treating AEO as a single page rebuild
AEO is a graph rebuild — every comparison page, integration page, author byline, schema block, mention. 60+ surfaces, not one.
Optimising for one AI engine (ChatGPT only)
Citation patterns differ across engines. Optimise for the 5-engine surface: ChatGPT, Perplexity, Claude, Gemini, Bing Copilot.
Anonymous "Marketing Team" bylines
AI engines preferentially cite named experts. Person schema + sameAs + LinkedIn URL on every long-form piece is non-negotiable.
Buying comparison content from generic agencies
Comparison pages need honest tradeoffs to be defensible. Generic agencies write soft pages that read like ads — LLMs filter those out.
Skipping llms.txt + schema
llms.txt declares your AI-crawler policy; schema declares entity identity. Both are emerging AEO infrastructure standards — ship them in the audit week.
Measuring AEO with traditional SEO tools
AEO measurement requires Profound / AthenaHQ / Otterly / Brand24 — citation tracking, not keyword ranks. Different stack.
§ 04
B2B SAAS AEO FAQ

Common B2B SaaS AEO questions.

How does AEO differ from traditional SEO for B2B SaaS?+

Traditional SEO targets Google ranking via keywords + backlinks + technical health. AEO targets citation density inside ChatGPT / Perplexity / Claude / Gemini / Bing Copilot via schema, entity graph, structured Q&A, named-author E-E-A-T, and llms.txt. For B2B SaaS specifically, AEO over-indexes on comparison pages, integration pages, and category-defining definitional content — exactly the surfaces AI engines preferentially cite. Most $5M–$50M ARR SaaS brands today rank well in Google but get cited <10% of the time in AI-engine answers about their category. AEO closes that gap.

What does an AEO audit actually deliver?+

A 30–40 page diagnostic covering: (1) current citation share across ChatGPT, Perplexity, Claude, Gemini, Bing Copilot for your 20 priority commercial queries; (2) schema graph audit (Organization, Person, Service, Article, FAQPage, Speakable, ItemList, Review where applicable); (3) entity-graph density (sameAs cluster, Wikipedia / Wikidata adjacency, mentions audit); (4) llms.txt + ai.txt status; (5) competitor citation analysis — who in your category is getting cited and why; (6) ranked Top-10 fix list by AI-citation-share impact. Delivered as PDF + structured Notion doc. $1,199 USD, 2-week turnaround.

How is AEO measured?+

AEO measurement requires citation-tracking tools (Profound, AthenaHQ, Otterly, Brand24) — not traditional SEO rank trackers. The primary KPI is citation share per priority query, tracked across 5 engines (ChatGPT, Perplexity, Claude, Gemini, Bing Copilot). Secondary KPIs: branded search lift (Google Search Console), AI-referred traffic (where engines pass referrer), conversion rate from AI-referred sessions. We instrument all of this in week 1; baseline is reported in the audit; lift is reported weekly via Loom.

Will AEO hurt traditional Google SEO?+

No — they share infrastructure. Schema engineering, entity SEO, lastReviewed metadata, named-author E-E-A-T, llms.txt — all of these benefit Google SEO as much as AEO. The work is additive. Some legacy Google SEO tactics (keyword density chasing, hard-link campaigns) do not benefit AEO; we drop those. The net effect on the typical engagement: organic Google traffic +15–35% in 90 days alongside the AEO citation lift.

What's the minimum AEO engagement for B2B SaaS clients?+

$1,199 USD for the standalone AEO Audit (2-week diagnostic, no commitment beyond). $5,499 USD for the AEO Sprint (4-week rebuild, the most-common starting point — audit + schema rebuild + llms.txt + ai.txt + top-20 content surfaces). $1,799/mo USD for the AEO Retainer (ongoing citation tracking, monthly content surfaces, schema maintenance, entity-graph extension). Most B2B SaaS clients start with the Audit, then progress to Sprint within 30 days when the gap analysis is clear.

Do you have B2B SaaS references we can talk to?+

Yes. After counter-NDA we introduce you to current or former B2B SaaS clients — on the record — within 48 working hours of brief acceptance. Most published case studies are anonymised under client NDA; the reference contacts are real and reachable. We do not invent references and do not run "channel-partner" fake-reference schemes that some agencies use to inflate case-study volume.

What's the typical AEO timeline for B2B SaaS brands?+

Week 1–2: AEO Audit (citation share baseline + 30-page diagnostic). Week 3–4: schema engineering + llms.txt + ai.txt + entity-graph rebuild. Week 5–8: top-20 content surface rebuild for AI extractability (TL;DR + FAQPage + Speakable + outbound primary-source citations). Week 9–12: citation tracking instrumentation, monthly review, retainer transition. Measurable citation share lift typically appears at week 6–8; compounding lift through month 4–6.

§ START

Get a free AEO audit for B2B SaaS.

Submit your domain. We'll benchmark your citation share across 5 AI engines, audit your schema graph, identify the entity-graph gaps — and deliver the top 5 AEO fixes inside 7 days. No call required unless you want one.

Free B2B SaaS AEO audit View pricing
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