AEO Agency

Get Cited in AI Search

Answer Engine Optimization that gets your SaaS named when buyers ask ChatGPT, Perplexity, Google AI Overviews, and Gemini. Schema, citation density, and structural fixes that move you from invisible to extracted.

Schema + citation engineering ChatGPT / Perplexity / AIO / Gemini 14-step AEO checklist
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THE PROBLEM

Why Your SaaS Is Invisible in AI Search

ChatGPT Recommends Competitors

When prospects ask AI about your category, competitors get cited, not you. Without AEO, you're invisible in the fastest-growing search channel.

AI Overviews Steal Your Clicks

Google's AI Overviews answer queries before users scroll to organic results. If your content isn't cited there, you're losing qualified traffic.

Unstructured Content

Your content reads well for humans but LLMs can't extract clear answers from it. Without structured formatting, AI search tools skip your content entirely.

No Citation Tracking

You have no idea if or where AI tools reference your brand. Without tracking, you can't measure AEO performance or iterate on what works.

What's Included

Our B2B SaaS AEO Service Stack

Six specialist disciplines, delivered as one coordinated retainer. No handoffs. No gaps.

AI Citation Audit

We analyze where your brand appears (and does not) across ChatGPT, Perplexity, Gemini, and Google AI Overviews. The 20-query baseline that informs every decision.

Content Restructuring

Reformat existing content with definitional openings, TL;DR sections, FAQ blocks, and structured data that LLMs prefer to extract and cite.

Schema Markup Rollout

FAQPage, HowTo, Article, and Organization schema deployed sitewide and validated in Rich Results Test. Single largest AEO unlock for SaaS pages.

Featured Snippet Targeting

Optimize cornerstone content to win position zero in Google, the primary source for AI Overview answers and downstream LLM training data.

AI Visibility Monitoring

Weekly tracking of brand presence across 4 AI surfaces. Citation frequency, context, sentiment, and trend over time.

Competitor AEO Analysis

Identify which competitors are winning AI citations and reverse-engineer the structural signals driving their extraction rate.

The Process

How Our AEO Agency Process Works

Citelane's 14-Point AEO Framework is the structural pass we run on every cornerstone page. Schema, opening sentence, byline, TL;DR, citation density. Built specifically for B2B SaaS to move pages from invisible to extracted in 30 to 60 days.

Average client outcomes at 90 days

8-15 AI citations earned
3 AI surfaces covered
12+ of 14 score
3x extraction lift
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01
AI Citation Baseline
Score where your brand appears across 4 AI surfaces today.
We run 20 buyer queries across ChatGPT, Perplexity, Google AI Overviews, and Gemini. Document which surfaces cite you, which paraphrase you, and which omit you. The baseline is the only honest starting point.
02
14-Point Page Audit
Score every cornerstone page against the AEO checklist.
Schema, definitional opening, named byline, TL;DR section, citation density, last-updated date, structured lists. Each page gets a score out of 14. Production target is 12; cornerstone target is 14.
03
Schema and Structure Rollout
Deploy FAQPage, Article, and structured-data schema sitewide.
FAQPage schema with 6 to 10 Q&A pairs. Article schema with full author, dateModified, organisation metadata. Validated in Rich Results Test before propagating. Single largest AEO unlock for SaaS pages.
04
Citation Density Lift
Add named entities, expert quotes, and authoritative outbound citations.
3+ outbound links to gov, edu, or named-expert sources per cornerstone page. Named-expert quotes integrated. Specific stats replacing vague claims. The signals AI engines weight for extraction confidence.
05
Track and Compound
Weekly citation tracking across the 4 AI surfaces.
Connect citation events to your CRM. Identify which queries drive trial signups. Refresh top performers quarterly with meaningful updates. AEO compounds; the larger lift arrives in months 4 to 9.

RESULTS

AEO Results That Matter

Our AEO strategies get SaaS brands cited in the AI tools their buyers use every day.

  • 24 AI citations earned in ChatGPT & Perplexity (90 days)
  • 47% more AI search visibility within 60 days
  • Featured in Google AI Overviews for 18 target queries
  • 3× increase in branded search from AI discovery
24
AI citations (90 days)
47%
More AI visibility
18
AI Overview features
3×
Branded search lift
B2B SaaS AEO Case Studies

What AEO Results Actually Look Like

Three real B2B SaaS AEO results from Citelane clients. Details anonymized; metrics are audited actuals.

Dev Tools / API

Series A · $8M raised

The Problem

Strong Google ranking on category queries but invisible to ChatGPT and Perplexity. No FAQPage schema, anonymous bylines, no TL;DR sections on cornerstone content.

What Citelane Did

  • Deployed FAQPage JSON-LD schema across 18 cornerstone pages, validated in Rich Results Test
  • Replaced "Editorial Team" with named author bylines linking to dedicated bio pages
  • Lifted citation density: 3+ external authoritative sources per cornerstone, named-entity rewrite
24
AI citations earned in 90 days
12+/14
Avg AEO score
58%
Citation lift vs baseline

Fintech / Payments

Series B · $24M raised

The Problem

Brand paraphrased not cited in AI Overview answers. Anonymous bylines suppressing extraction confidence. Last-updated dates stuck at original publish across the top 20 pages.

What Citelane Did

  • Migrated all bylines to named experts with credentials and dedicated bio pages
  • Ran the 14-point pass on the top 20 pages: schema, definitional openings, TL;DR rollout
  • Quarterly refresh cycle deployed with meaningful updates and dateModified bumps
47%
More AI search visibility in 60 days
14/14
Cornerstone score
18
AIO featured

Martech / Analytics

Series C · $40M raised

The Problem

Branded queries returning competitor recommendations in AI answers. No schema sameAs, no Wikidata claim, no entity-recognition foundation. AI engines treating brand as ambiguous.

What Citelane Did

  • Schema sameAs deployment linking Wikidata, LinkedIn, Crunchbase, GitHub, X
  • Citation density lift on top 20 pages: named expert quotes, specific stats, structured lists
  • Weekly tracking across ChatGPT, Perplexity, AIO, Gemini on the 20-query set
3×
Branded AI search lift
8
Surfaces tracked
$420K
Pipeline attributed

"Citelane was the first AEO agency that actually understood how AI engines extract content. Within 90 days we went from invisible on category queries to consistently cited across ChatGPT, Perplexity, and Gemini. The 14-point checklist is the playbook every SaaS marketing team should run."

Head of Growth

Series B Fintech SaaS (anonymized)

View all B2B SaaS AEO case studies →
B2B SaaS AEO Services by Vertical

AEO Built for Your Market

Generic AEO agencies do not understand SaaS buyer journeys. Citelane specializes in B2B SaaS AEO across six high-growth verticals, each with its own AI citation patterns, schema requirements, and trust signals.

Dev Tools / API
Developer-audience AI citation requires technical accuracy, named contributor bylines, and HowTo schema for code samples.
Earn citations on developer queries: "how to integrate X", "X SDK examples", "X vs Y for [language]". GitHub presence amplifies extraction.
See case studies →
Fintech / Payments
Compliance-grade citation density and named-expert sourcing required. AI engines apply elevated trust thresholds for financial queries.
Capture CFO and finance-team AI queries with FAQPage schema, named expert bylines, and citation density at compliance-grade depth.
See case studies →
HR Tech / People Ops
Crowded category with G2 / Capterra dominating. AI Overview citation requires owning alternative and comparison schema.
Own the alternative-and-comparison category. AI engines cite the structured comparison tables, not the marketing copy.
See case studies →
MarTech / RevOps
Buyers evaluate 4 to 6 tools before deciding. AI Overview citation depends on tabular data and structured comparison schema.
Dominate the full evaluation journey: from "what is X" definitional queries to "best X for [stack]" recommendation queries.
See case studies →
HealthTech / MedTech
HIPAA constraints plus Google YMYL plus AI engine trust thresholds. Compliance-aware specialist discipline.
Build authoritative compliant content that earns AI Overview citation in medical software queries with elevated trust gating.
See case studies →
Security / Compliance
CISOs filter marketing copy aggressively. AI engines extract specifics: named threats, frameworks, CVE references, compliance standards.
Rank and get cited on high-value security queries with technical depth and named-vulnerability research that earns CISO trust.
See case studies →
SaaS AEO Agency vs In-House

Agency vs. In-House vs. Freelancer

Companies that pick the wrong AEO model lose 6 to 9 months of compounding citation growth before correcting. Most in-house hires never list AI search in their job scope; most freelancers do not offer it at all.

Criteria Citelane AgencyRecommended In-House SEO1-2 hires Freelancer1 specialist
Speed to first AI citation ✓30-day audit, citations from week 4 ✗3-6 months to hire + ramp ~Varies widely by skill
AEO methodology depth ✓14-point checklist + playbooks ~Depends on hire background ~Rarely full-funnel coverage
AI surface coverage ✓ChatGPT + Perplexity + AIO + Gemini ✗AI search rarely in job scope ✗Almost never offered
Schema deployment ✓FAQPage + Article validated sitewide ~Depends on dev resourcing ~HTML FAQ blocks, no JSON-LD
Citation tracking ✓Weekly across 20-query set ✗Quarterly screenshots if at all ~Self-reported, limited oversight
Cost predictability ✓Fixed monthly retainer ✗Salary + benefits + tools ~Low cost, high coordination overhead

When to hire a SaaS AEO agency

As soon as your buyers start using ChatGPT or Perplexity to evaluate vendors. Brands that ship AEO in 2025 see 3-5x more AI citations by 2026 than late movers. The structural cues AI engines reward (schema, definitional openings, named bylines) take 30 to 90 days to deploy and propagate.

Talk to a SaaS AEO Consultant →
SaaS AEO Pricing

Investment & Expected ROI

SaaS AEO agency pricing ranges from $2.5K to $12K+ per month depending on scope, stage, and citation surface targets. Here is what each tier delivers and what ROI to expect.

Starter

$2.5K - $4K/mo

Ideal for Seed-stage B2B SaaS

  • 14-point AEO audit on top 10 pages
  • 20-query AI citation baseline
  • FAQPage schema rollout (top 5)
  • Definitional opening rewrites
  • Monthly citation report
  • Slack access to your AEO strategist

Expected timeline to ROI

4 to 8 weeks to first AI citations

Most Popular

Growth

$4K - $8K/mo

Ideal for Series A B2B SaaS

  • Everything in Starter
  • Schema rollout sitewide (Article + FAQPage)
  • Named-byline migration with bio pages
  • Citation density lift on top 20 pages
  • Weekly tracking across 4 AI surfaces
  • Quarterly refresh cycle
  • CRM pipeline attribution

Expected timeline to ROI

30 to 60 days, 8 to 15 citations / 90d

Authority

$8K - $12K+/mo

Ideal for Series B+ B2B SaaS

  • Everything in Growth
  • Wikidata + entity foundation work
  • Authoritative citation outreach (10+ DR60+)
  • AI Overview feature targeting
  • Dedicated AEO lead + weekly syncs
  • Board-ready AI visibility reporting

Expected timeline to ROI

Citation share of voice 20 to 35 percent

How to Calculate SaaS AEO ROI

SaaS AEO ROI Formula (Citelane Standard)

AEO ROI = ((AI-Attributed Pipeline x Win Rate x ACV) - (Monthly Cost x 12))
          ÷ (Monthly Cost x 12) x 100

Example: $180K AI-attributed pipeline / quarter x 22% win rate x $20K ACV, at $6,500 / month AEO spend = ~204% 12-month ROI. Citelane clients average 3x to 5x ROI inside 12 months on tracked AI citation queries.

See Full Pricing → Get a Custom Quote →
SaaS AEO FAQ

SaaS AEO Questions, Answered

Everything B2B SaaS founders and growth leaders ask before hiring a SaaS AEO agency.

What is Answer Engine Optimization (AEO) and why does it matter for SaaS?

+
AEO is the practice of structuring SaaS content so AI engines like ChatGPT, Perplexity, Google AI Overviews, and Gemini cite your brand when buyers ask category questions. As of 2026, more than 30 percent of B2B SaaS buyers start vendor research in AI tools before opening Google. SaaS brands that are absent from AI citations are invisible at the highest-intent moment.

How long does it take to start earning AI citations?

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First citations typically appear inside 30 to 60 days of deploying the foundational fixes (FAQPage schema, definitional openings, named-author bylines). Citation density compounds in months 3 to 6 as schema propagates, named entities accumulate, and AI training cycles refresh. Cornerstone pages with the full 14-point pass earn citations 3 to 5 times faster than baseline.

How much does a SaaS AEO agency cost?

+
Citelane AEO retainers range from $2,500 (audit only) to $12K plus per month for full-stack execution including schema rollout, named-byline migration, citation density lift, and weekly tracking. Most Series A and Series B SaaS clients land in the $4K to $8K per month Growth tier. Audit-only engagements are a defensible starting point for Seed-stage brands wanting a baseline.

What is the ROI of investing in SaaS AEO?

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Citelane clients average 3x to 5x ROI inside 12 months on tracked AI citation queries. Formula: ((AI-Attributed Pipeline x Win Rate x ACV) - Annual AEO Cost) / Annual AEO Cost x 100. AEO compounds: schema deployed once feeds AI training corpora for years. Brands that ship AEO in 2025 to 2026 hold defensible positions over late movers.

Do you handle schema markup and FAQPage JSON-LD implementation?

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Yes. Citelane provides both schema strategy and direct implementation. Common deliverables: FAQPage JSON-LD on cornerstone pages, Article schema with full metadata, Organization schema with sameAs entity links, HowTo schema for tutorial content. All schema validated in Google Rich Results Test before propagating.

How does AEO work alongside SEO and GEO?

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AEO, SEO, and GEO are complementary, not competing. SEO targets Google rankings. AEO targets AI extraction and citation. GEO builds entity recognition that feeds both. Citelane bundles all three in a single retainer so one content investment serves traditional search, AI search, and entity-driven discovery.
Learn more →

Which AI engines do you track and optimise for?

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Citelane tracks four primary AI surfaces: ChatGPT, Perplexity, Google AI Overviews, and Gemini. Each has different extraction heuristics. Schema FAQPage tends to dominate AI Overviews. Named bylines weight heavily on Perplexity. Definitional openings extract reliably across all four. We measure citation share weekly across the 20-query SaaS query set.

What is the 14-point AEO checklist?

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The 14-point checklist is the structural pass we run on every cornerstone page: 3 critical items (FAQPage schema, definitional opening, named author byline), 6 issue items (TL;DR section, Article schema, structured lists, outbound citations, last-updated date, comparison tables), and 5 opportunity items (specific stats, named quotes, descriptive anchors, mobile structure, named-entity density). Pages scoring 12 or above out of 14 earn citations reliably.

When is the right time to invest in AEO?

+
As soon as your buyers start using AI tools to evaluate vendors. SaaS brands that ship AEO in 2025 to 2026 see 3x to 5x more citations by 2027 than late movers, because AI training corpora reward early structural deployment. Audit-tier engagements are a low-risk way to establish baseline citation share before committing to full execution.

How does Citelane measure and report AEO success?

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Monthly Looker Studio dashboard plus written memo covering: (1) citation share across ChatGPT, Perplexity, AIO, Gemini on tracked 20-query set; (2) cornerstone page AEO scores out of 14; (3) AI-attributed pipeline tied to CRM by source page; (4) schema deployment and validation status. Quarterly business review focuses on citation share of voice and pipeline contribution.

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AI Search?

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