Something Inc.Schedule a free consultation
By industryAI & ML

SEO and GEO for AI and machine learning companies

Brand-new categories with almost no search volume, technical and executive buyers, and buyers who literally ask ChatGPT, Perplexity, and Claude to shortlist AI vendors. We make you the cited answer when they do.

Schedule a free consultationSee AI & ML results
Foundation modelsML platformsComputer visionAgentic AI
Ranked #1ranked, category query
B2B GROWTH · 12 MONTHSLIVE
+64%non-brand organic
#1
ranked, category query
2.8x
AI citation lift
AI CITATION● CITED
ChatGPT names you first
THE HEADLINE NUMBER
$50M+
organic traffic value driven for AI and tech clients
95+
clients served, AI and tech
+90
2.8x
more likely to be cited after GEO
CITEDChatGPT · Perplexity
3-6 mo
to compounding results
The AI buying reality

Your buyers ask AI engines to recommend AI tools. Be the answer.

An AI purchase runs through engineers, executives, and procurement at once, and every one of them now shortlists by asking an AI engine. We build the sources each stakeholder trusts, and that the engines cite.

WHAT THE ML/AI ENGINEER ACTUALLY SEARCHESLIVE QUERY
best [category] for production
WITHOUT US, THEY FINDCompetitors, analysts, and generic listicles. Your brand is absent from the answer, so the committee forms an opinion without you.
SO WE BUILDBenchmarks and technical depth RANKED AND CITED FOR THIS QUERY
COMMITTEE COVERED
1/5
One AI buying decisionEvery stakeholder finds a source they can verify.5+STAKEHOLDERS PER DEAL0TRUST WITHOUT PROOF
Signature: where AI builders talk

The threads your buyers trust more than your website

AI and ML buyers vet tools in community before they ever fill a form. We build a credible presence in the threads that decide reputations, and that AI engines cite.

r/MachineLearning241

What are you actually running in prod for [category]?

POSITIVECITED BY AI
r/LocalLLaMA198

Best inference stack for self-hosted models right now?

POSITIVECITED BY AI
Hacker News176

Show HN: benchmarking [category] tools head to head

NEUTRALCITED BY AI
r/artificial134

Is [category] a real product category or hype?

NEUTRAL
r/datascience112

MLOps tooling that actually scaled for your team?

POSITIVE
r/computervision88

No-code CV platforms worth evaluating in 2026?

POSITIVECITED BY AI
13%
of AI citations come from community
94%
positive sentiment maintained
Tailored by category

Every AI category sells differently

Select a category to see the challenge and the plays we run for it.

FOUNDATION MODELS / LLM INFRA

A category too new to search for

Foundation model and LLM infrastructure terms barely exist as search queries yet. Buyers ask AI engines directly, so being the cited definition is the whole game.

+112%organic clicks in 6 months
PLAYS WE RUNFOUNDATION MODELS / LLM INFRA
Category definitionOwn the language of the category before competitors can.
Benchmarks as authorityReproducible benchmarks that earn cited placements.
llms.txt and answer blocksStructure pages so engines cite you as the source.
Citation rank trackingMonitor who gets named across ChatGPT, Perplexity, Claude, AI Mode.
What we do

A full-funnel growth system for AI companies

DASHBOARDOne dashboard for the whole motionRankings, AI citations, and pipeline attribution live in one place, so SEO and GEO compound against the same revenue number.
+64%
Non-brand organic
Top 3
AI citation rank
FOUNDATIONTechnical and on-page SEOCrawl health, Core Web Vitals, schema, and the keyword clusters that compound.
GEOGenerative engine optimizationGet read, summarized, and cited across ChatGPT, Perplexity, Claude, and AI Mode.
CONTENTContent engineHub-and-spoke, benchmarks, and comparison content built to rank and to be quoted.
AUTHORITYDigital PR and linksWhite-hat authority from the sources search and AI engines trust.
PROOF

AI companies growing with us

All case studies →
CYBERSECURITY+112%organic clicks in 6 monthsB2B agentic AI security platformCited in 4 AI enginesTop 3 for categoryVIEW CASE STUDY →B2B SAAS+38%keyword rankingsNo-code computer vision platformPaid + organic keyword loopDemo requests +27%VIEW CASE STUDY →CYBERSECURITY+89%non-brand organic clicksDevSecOps security platformCited by PerplexityDR +18 in 9 monthsVIEW CASE STUDY →
Signature: the proof stack

Four layers of proof an AI buyer can verify

AI marketing fails when it asks a technical audience to take claims on faith. We build the stack of verifiable proof instead, from benchmarks to cited category research.

Benchmarks and technical depthReproducible benchmarks and engineering detail engineers trust and engines quote.
Docs as SEODocumentation treated as your highest-intent ranking and citation surface.
Category definition and authorityThe definitional research and comparisons AI engines cite when buyers ask.
Community credibilityA sustained, helpful presence in the threads where reputations are decided.
4 of 4
engines citing after the stack ships
2.8x
citation lift for AI clients
HOW WE RUN IT

From audit to compounding pipeline

1WEEK 1

Understand the motion

ICP, buying committee, sales cycle, and the queries every stakeholder runs.

2WEEK 2-4

The 60-70 page audit

Technical, content, and citation gaps across SEO and GEO, delivered at kickoff.

3MONTH 2+

Implement

Ship fixes, content, benchmarks, schema, and outbound alongside your team, on a roadmap.

4ONGOING

Compound

Rankings, citations, and pipeline tracked weekly, tuned as the market moves.

FAQ

AI and ML SEO questions, answered

Ask us directly
Absolutely. When a category is too new to search for, buyers ask AI engines directly. We make you the cited definition of the category, so you own the answer as demand forms, not after competitors have.
We build the definitional research, benchmarks, and comparisons engines quote, then structure them with llms.txt, schema, and answer blocks so ChatGPT, Perplexity, and Claude can lift you directly. Then we track who actually gets named.
Yes. GEO is engine-agnostic. We optimize to be read, summarized, and cited across ChatGPT, Perplexity, Claude, and Google AI Mode, and we monitor citation rank on each so you can see where you are named and where you are missing.
It has to be, or it fails. Engineers and researchers vet claims, so we build on reproducible benchmarks, real engineering detail, and honest comparisons. Engines weight corroborated, well-sourced content most, which is the same thing your buyers trust.
One dashboard ties rankings, AI citations, and pipeline attribution to the same revenue number. For a new category with little volume, we track citation rank and qualified demand, not raw traffic, so you see the results that matter.
Free consultation

See how AI engines describe you today

We run a free snapshot of your organic rankings and AI citations across ChatGPT, Perplexity, and Claude for the call. No commitment.

Schedule a free consultationView case studies