Case study: Gumlet turned ChatGPT mentions into 20% of inbound revenue. Read it →
LLM SEO Agency · B2B SaaS Only
Get Your SaaS Cited by ChatGPT, Perplexity, Gemini & Claude. On Purpose.
We engineer the exact citations, content, and authority signals that make LLMs recommend your product, then tie every AI-sourced visit directly to demo bookings and pipeline revenue.
★★★★★
5.0 on Clutch · Proven on Gumlet, REsimpli, Verito
Citation share across LLMs
ChatGPT
82%
Perplexity
74%
Gemini
61%
Claude
58%
Gumlet
~20%
Inbound revenue from AI tools
REsimpli
#1
CRM cited in ChatGPT · 90 days
Trusted by pipeline accountable SaaS teams
If This Sounds Familiar
You Probably Landed Here Because of One of These.
Most B2B SaaS marketing leads arrive at LLM SEO the same way: a Slack message from the founder, and suddenly it is on your plate.
"Our competitor just showed up in ChatGPT. We didn't."
Your founder asked. You checked. They are right. Now you need more than a deck that says "GEO strategy." You need the specific actions that change the answer.
"I can't show leadership what LLM SEO actually moved."
Your current agency talks about "AI visibility" but cannot connect a single citation to a demo booking. You need attribution you can put in a board slide, not a vanity dashboard.
"The window to own our category is closing."
Most competitors are still invisible in AI answers. That changes once one brand moves seriously, and the first to establish dominance becomes very hard to displace.
★★★★★ Clutch · 5.0 · 7 Reviews
"Within 90 days, they helped us go from absent in AI answers to being the #1 cited CRM for real estate investors across 10+ high-intent prompts in the US."
Ehsan Rishat
Head of Marketing, REsimpli LLC
REsimpli
#1
ChatGPT recommendation for real estate CRM, achieved in 90 days
Gumlet
~20%
Of all inbound revenue now attributed to ChatGPT and Perplexity
Why LLM SEO is Hard
You've Been Handed LLM SEO as a Brief. Here's Why It's Harder Than It Looks.
Five reasons this isn't solved by adding "GEO" to your existing agency's deliverables.
01
Your brand is absent or miscast in AI answers
When a buyer asks ChatGPT for tools in your category, you are either not mentioned, listed inaccurately, or ranked after three competitors you know you are better than. LLMs have already formed an opinion about you, and it is wrong.
02
Your current agency added "GEO" without changing anything
They rephrased the content brief and called it LLM optimization. Citations did not move. The quarterly report uses "AI visibility" as a new header for the same old traffic metrics. You are paying for a rebrand, not a result.
03
You can't show leadership what LLM SEO actually moved
You know AI citations are increasing, but you cannot connect a single citation to a demo request or a closed deal. It feels like a brand awareness play with no attribution. Exactly what your CFO pushes back on.
04
The window to establish category dominance is closing
Right now, most competitors are as invisible as you are. That changes fast. The first SaaS in your category to own AI citation share becomes the default recommendation. Displacing that later takes 2 to 3 times the investment.
05
Every agency you shortlist sounds identical
"We get you cited in ChatGPT." None of them have live client results that connect to pipeline. You need evidence, not a framework PDF. You need sources, sessions, and revenue, not share of voice metrics.
Our Methodology
Citation Engineering: The 4 Pillars LLMs Actually Use
LLMs do not rank pages. They rank confidence. Four signals decide whether your brand gets recommended, and all four are engineerable.
Entity Clarity
Schema, knowledge graph consistency, and structured data that tell LLMs exactly what you do, for whom, in which category.
Source Coverage
Third-party placements on the exact publications, listicles, and review sites that LLMs sample heavily when building category answers.
Content Depth
Comparison pages, use case guides, and category content architected for AI retrieval. Structured so LLMs can quote you confidently.
Pipeline Attribution
AI-sourced session tracking in GA4 and your CRM, mapping citation frequency to demo requests and revenue. Attribution your CFO can read.
Before / After
What 90 Days Actually Looks Like.
Not promises. The real difference between where our clients started and where they are now.
Before DerivateX
A buyer asks ChatGPT for tools in your category. Your name does not come up.
- Appear in AI answers after 3 competitors, or not at all
- Agency says "we added GEO" but citations did not move
- Cannot connect AI visibility to a single demo booking
- Founder asks for a status update. You do not have one.
- Every agency you shortlist sounds identical on the call
After 90 days
A buyer asks ChatGPT for tools in your category. Your name is the first recommendation.
- Default citation across ChatGPT, Perplexity & Gemini for top buyer prompts
- AI-sourced sessions tracked in GA4, mapped to demo requests
- Board-ready report: citations → sessions → pipeline → revenue
- Founder sees the numbers. The conversation changes.
- Competitors are still trying to figure out what you already own
What We Build
The LLM SEO Stack. Nothing Theoretical.
Six deliverables, every one built around a single goal: making your brand the LLM's confident recommendation for your highest-value buyer queries.
01
AI Visibility Audit
We run your 50 highest-value buyer prompts across ChatGPT, Perplexity, Gemini & Claude. You get a precise map of where you are cited, where competitors are winning, and exactly what is causing the gap.
02
Citation Engineering
We build the exact content assets and third party placements that trigger LLM citations. Comparison pages, use case guides, and category content structured for AI retrieval, not just keywords.
03
Authority & Digital PR
Third party mentions on the sources AI tools actually pull from: industry publications, high authority listicles, review platforms, and community threads that LLMs sample heavily in your category.
04
Entity & Schema Infrastructure
Structured data, knowledge panel optimization, entity consistency, and llms.txt implementation so AI systems build an accurate, consistent mental model of your product.
05
Visibility Measurement
Ongoing tracking of citation frequency across platforms, AI sourced session monitoring, and monthly reports that connect LLM visibility to demo requests and pipeline. Not just impressions.
06
Competitive Intelligence
Continuous monitoring of how competitors are being cited, which sources AI tools are pulling from, and when the citation landscape shifts, so you are never caught reacting.
The Process
Four Steps From Invisible to Cited
Every engagement runs in 90-day sprints. Clear owners. Clear deliverables. Clear pipeline impact at every stage.
01
AI Visibility Audit
We map your current citation status across ChatGPT, Perplexity, Gemini & Claude. Competitor gaps, missing entity signals, source opportunities.
→ Citation gap report02
Citation Roadmap
A prioritized plan of exactly what content to build, which placements to earn, and which entity fixes close your citation gap fastest.
→ 90-day sprint plan03
Build & Place
We execute. Content built for AI retrieval. Digital PR on sources LLMs sample. Schema and entity infrastructure. Everything citable.
→ Live citation assets04
Tie to Pipeline
AI-sourced sessions tracked in your CRM. Monthly reports: citation frequency → sessions → demos → pipeline. Attribution you can show your board.
→ Pipeline attribution
Client Results
LLM Citations That Move Demos. Not Just the Dashboard.
Every result below has a source, a session, and a pipeline record behind it.
Gumlet · Video Infrastructure SaaS
~20%
Inbound revenue from AI tools
10K+
LLM-sourced sessions in 12 months
137+
Third-party citations built
From zero AI presence to 20% of inbound revenue attributed to ChatGPT and Perplexity
LLM citations tracked against CRM data. Every percentage point has a source, a session, and a pipeline record. Gumlet now appears first when buyers ask for video hosting platforms on every major AI tool.
Read the full case studyREsimpli · Real Estate CRM
#1
Cited CRM in ChatGPT
90d
From absent to category dominance
+54%
ChatGPT-referred sessions
#1 CRM recommended in ChatGPT for real estate investors, in 90 days flat
Within 90 days of starting, REsimpli went from completely absent in AI answers to the default recommendation across 10+ high-intent buyer prompts in the US. Zero paid placements. All earned.
Read the full case study
Who This Is For
Who This Works For. And Who It Doesn't.
We would rather tell you now than waste both our time.
A good fit if you are...
- A B2B SaaS company with product-market fit at $1M ARR or above
- Running SEO but not showing up in AI answers or AI-sourced pipeline
- Looking to accelerate inbound, not build from scratch
- In a category where most competitors still ignore LLM visibility
- Tired of agencies that hand you a "GEO strategy doc" and disappear
Not the right fit if you are...
- Local services, e-commerce, or B2C. We work only with SaaS
- Pre-product-market fit and still figuring out your ICP
- Looking for vanity "AI visibility scores" disconnected from revenue
- Expecting measurable results in under 60 days
- Not willing to invest in content and authority as part of the work
Not Ready for a Call?
See where you stand in ChatGPT, Perplexity, Gemini & Claude. Free.
Run your brand through our free AI Visibility Checker in under 2 minutes. You get a clear view of where you show up across LLMs, where your competitors do, and what the gap is.
Run the Free Visibility CheckerTakes 2 minutes · No call required
Before You Book
Questions marketing leads always ask us
Can't find your answer? Book a 30 minute call. No pitch deck, just an honest conversation about whether LLM SEO makes sense for your category.
Book a Discovery CallLLM SEO is the practice of engineering your brand to be recommended by AI tools like ChatGPT, Perplexity, Gemini, and Claude, and measuring that visibility against actual demo bookings and pipeline. It is different from Google SEO. LLMs do not rank pages; they rank brands they have been trained to trust, based on citation frequency, entity clarity, source credibility, and content depth.
Most SEO agencies are built around Google signals: content volume, backlinks, technical health. LLM visibility requires a different approach: citation building, entity optimization, source level PR, and cross platform monitoring. Adding "GEO" to a Google SEO retainer typically means rebranding the same deliverables. We have seen the decks. They do not move citations.
We track citation frequency across ChatGPT, Perplexity, Gemini, and Claude for your target buyer prompts. AI sourced sessions are monitored in GA4 and your CRM. Monthly reports map citation movement to demo requests and pipeline. You get a number you can show your board, not a "share of voice" metric that means nothing to revenue.
Early citation signals (appearing where you previously did not) typically show within 60 to 90 days. For measurable pipeline impact, budget a full 90 day sprint. REsimpli hit #1 in 90 days. Gumlet hit 20% inbound from AI in 8 months. Both are in the case studies with full breakdowns.
Either. Many clients run LLM SEO alongside their existing Google SEO. The citation content and authority signals we build often improve Google performance too. For clients without an existing program, we run the full stack. We will tell you what makes sense in the discovery call.
90-day sprint cycles. We do not lock you into 12-month contracts before proving results. If the first sprint does not show clear citation movement, we will not ask you to continue. That is the standard we hold ourselves to.
Overlapping terms for the same problem. GEO (Generative Engine Optimization) and AEO (Answer Engine Optimization) both describe optimizing for AI generated answers. We use LLM SEO because the mechanics (citation engineering, entity optimization, source level PR) are closest to how traditional SEO practitioners think. The goal is identical: get your brand recommended by AI tools, tied to pipeline.
Own Your Category
Your Competitor Just Showed Up in ChatGPT. You Didn't.
Find out exactly where you stand, and what it would take to own your category in AI search before someone else does.