See What AI Says About You
Generative Engine Optimization

We don't track what AI says about you.
We change it.

Your buyers ask AI first. Resonate Labs makes sure you're the answer, and proves how that visibility translates into pipeline and revenue.

Built for B2B companies whose buyers use ChatGPT, Perplexity, and Claude to build vendor shortlists before sales ever gets involved.

1.6B
AI bot requests, up 78% in 6 months
Akamai
58%
Reduction in CTR for Google position #1 over 2 years
Ahrefs
4–9x
More likely to convert when buyers find you on an AI platform
Semrush
11%
Citation overlap between AI platforms and Google's top 10
Ahrefs
The problem

AI platforms are the new front door. Most brands don't have a key.

Invisible pipeline loss

There's no referral string, no impression count, no click-through rate. Deals die before they start, and you never see the body.

SEO signals don't transfer

90% of ChatGPT citations come from pages ranking position 21 or lower in traditional search. The signals you've optimized for years are nearly irrelevant.

Platform fragmentation

89% citation divergence between ChatGPT and Perplexity. A strategy that works on one platform fails on the others.

Competitors are already there

Someone in your category is winning those AI-generated shortlists. The longer you wait, the more entrenched their citation advantage becomes.

How the engagement works

A six-phase diagnostic and execution engine.

Every engagement starts with a structured knowledge graph of your specific market. That graph drives every query and recommendation. Nothing is templated.

01

Knowledge Graph Construction

Structured map of your market: competitors, buyer personas, features, pain points.

02

Site Analysis + Technical Audit

Parallel crawl for LLM accessibility and content inventory. If AI crawlers can't read your site, nothing else matters.

03

Client Validation

You review the knowledge graph before we run a single query. We test the right questions, not assumptions.

04

Query Generation

150 buyer-intent queries mapped across personas, buying jobs (8 stages), features, and pain points.

05

Cross-Platform Execution

Every query runs on ChatGPT and Perplexity in clean, decontaminated accounts. No personalization bias.

06

Analysis + Execution

Visibility diagnostics, competitive benchmarking, citation analysis, prioritized actions. Then we build the content.

8
buying stages mapped
150
buyer-intent queries
300+
AI responses analyzed
120+
prioritized actions (typical)

We use AI for leverage, not judgment. Every deliverable is human-reviewed before it reaches a client. Analysis and quality review are separate steps with a dedicated QC pass.

See the work

What a visibility report actually looks like.

Anonymized excerpts from a real B2B SaaS engagement.

Anonymized client data
42%
Visibility
63 of 150 queries
14%
Win Rate
21 of 150 queries won
87
Invisible
queries where [Client] absent
143
Actions
6 L1 + 78 L2 + 59 L3
Early funnel: where [Client] is absent
Problem Identification
11%
Solution Exploration
35%
Requirements Building
38%
Late funnel: where [Client] competes
Shortlisting
78%
Validation
55%
Comparison
44%
Artifact Creation
30%

Competitive Share of Voice

VendorMentionsShare of Voice
Competitor A90
22.1%
Competitor B78
19.2%
[Client]63
15.5%
Competitor C51
12.5%
Competitor D44
10.8%
Competitor E29
7.1%

[Synthesis] [Client] shows a classic funnel inversion: strong shortlisting visibility (78%) but near-invisible at the discovery stage (11%) where buyers first articulate their problem. Competitors A and B dominate early-funnel queries by publishing content that matches how buyers search before they know what they need. By the time [Client] enters the conversation, the buyer's requirements have already been shaped by competitor framing. The 143 prioritized actions close this gap across three layers: 6 technical fixes that gate everything downstream, 78 existing-page optimizations, and 59 new content builds targeting the 87 invisible queries.

What you get

Not a slide deck with observations. An operating plan.

Visibility map

Where you show up (and where you don't) by persona, buying stage, feature, and platform.

Competitive intelligence

Who wins each query cluster, their share of voice, and what content is earning their citations.

Three-layer action plan

Layer 1: technical fixes. Layer 2: existing page optimizations. Layer 3: new content to build. All ranked and sequenced.

Narrative Intelligence Opportunities

Specific content blueprints: what to build, for which persona, on which platform, with on-domain and off-domain targets.

Managed execution (retained)

We build and deploy the content that closes your visibility gaps. NIO-driven content pieces, competitive positioning assets, and off-domain briefs. Delivered monthly and measured against your baseline.

Why this approach is different

Built from buyer intelligence, not citation templates.

Most GEO platforms
Automate from citation patterns: what gets cited, template it, scale it
Recommend from generic signals: "add schema," "improve headings"
Track 10+ AI engines with broad coverage and shallow interpretation
Produce briefs users describe as needing heavy editing
Deliver the same value in Month 12 as Month 1
Resonate Labs
Diagnoses from buyer intelligence: which questions matter, why you're losing them, what to fix first
150 buyer-intent queries from your competitive landscape and buying stages
Prescriptive action plans ranked by commercial impact
Platform-specific: 89% citation divergence between ChatGPT and Perplexity
Compounds over time: by Month 6, we know which narratives win with your buyers

We literally wrote the book on GEO. Our methodology is published in Cited: How B2B Brands Win in the Age of AI-Generated Answers and built from enterprise audits across competitive B2B categories.

Start a conversation

Ready to see what AI platforms actually say about you?

One conversation. We'll show you where you stand.