Thunderdome B2B SaaS AI Visibility Index

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Perception gap · July 2026 snapshot

Claim vs Reality

Every brand tells you what it is. The AI models tell buyers something else. We read each brand's own homepage, mapped its self-messaging onto the questions buyers ask, and checked it against how the models actually rank it. Where those diverge is a self-message the models have not absorbed, and the clearest proof that content, not claims, drives AI answers.

22 category claims the models have not granted 421 brand homepages read 120 ICP claims mapped to segments

Positioned for a category the models do not rank them in

Each of these brands describes itself as one thing, but does not appear among the top brands AI recommends for it. The right column shows where the models place the brand strongest instead. Sorted by how strong that real footprint is.

Retool Retool retool.com

Build, deploy, and manage internal tools with Retool's unified engine. Connect to any database, API, or LLM.

Positions itself there in its own words: "Trusted by 10,000+ teams to generate production-ready AI applications"

Positions itself for
AI App Builders
AI names Replit, Lovable, Bolt here, not Retool
AI ranks it
visibility score 97 / 100
Lattice Lattice lattice.com

The HR platform that people love — HR and AI tools to manage people and performance on one trusted platform.

Positions itself there in its own words: "The HR platform that people love"

Positions itself for
HR & Payroll
AI names Rippling, Gusto, BambooHR here, not Lattice
AI ranks it
visibility score 89 / 100
Klaviyo Klaviyo klaviyo.com

Autonomous B2C CRM unifying AI-powered email marketing and SMS for consumer brands

Positions itself there in its own words: "the AUTONOMOUS B2C CRM"

Says it's for
CRM
AI names HubSpot, Salesforce, Pipedrive here, not Klaviyo
AI ranks it
visibility score 50 / 100
Leapsome Leapsome leapsome.com

AI-powered HR software and people platform that raises talent density, from first interview to compensation.

Positions itself there in its own words: "One HR platform, from first interview to compensation"

Positions itself for
HR & Payroll
AI names Rippling, Gusto, BambooHR here, not Leapsome
AI ranks it
visibility score 44 / 100
Workday Workday workday.com

The Enterprise AI Platform for HR, Finance, and IT

Positions itself there in its own words: "The Enterprise AI Platform for HR, Finance, and IT"

Positions itself for
FP&A & Financial Planning
AI names Mosaic, Anaplan, Pigment here, not Workday
AI ranks it
visibility score 41 / 100
Nightwatch Nightwatch nightwatch.io

SEO rank tracker & AI visibility tool tracking rankings and AI citations across ChatGPT, Claude, Gemini, and Perplexity.

Positions itself there in its own words: "unified with AI visibility in ChatGPT, Claude, Gemini, and Perplexity"

Positions itself for
AI Visibility & AEO
AI names Profound, Semrush, Perplexity here, not Nightwatch
AI ranks it
visibility score 33 / 100
Tooljet Tooljet tooljet.com

AI-powered platform to build full-stack enterprise internal apps, AI agents, and workflows in minutes

Positions itself there in its own words: "From prompt to production with an all-in-one AI-powered app builder, automation agents, database, and integrations."

Says it's for
AI App Builders
AI names Replit, Lovable, Bolt here, not Tooljet
AI ranks it
visibility score 27 / 100
Webex Webex webex.com

AI-powered collaboration, customer experience & devices platform trusted by leading global brands

Positions itself there in its own words: "AI-Powered Collaboration, Customer Experience & Devices"

Positions itself for
Customer Support
AI names Zendesk, Intercom, Freshdesk here, not Webex
AI ranks it
visibility score 25 / 100
BrightEdge BrightEdge brightedge.com

Enterprise SEO and AI Search platform that helps teams grow traffic, revenue, and visibility across Google, AI Overviews, ChatGPT

Positions itself there in its own words: "Enterprise SEO and AI Search Platform"

Positions itself for
SEO Crawlers & Site Audit
AI names Screaming Frog, Ahrefs, Semrush here, not BrightEdge
AI ranks it
visibility score 21 / 100
Botify Botify botify.com

AI search optimization platform to be found by shoppers, bots, and agents everywhere they search

Positions itself there in its own words: "Be found everywhere consumers, bots, and agents search for your brand"

Says it's for
AI Visibility & AEO
AI names Profound, Semrush, Perplexity here, not Botify
AI ranks it
visibility score 20 / 100
Superblocks Superblocks superblocks.com

Build & Govern AI Generated Enterprise Apps — IT manages auth, integrations, access controls and auditing centrally.

Positions itself there in its own words: "Build and Govern AI Generated Enterprise Apps"

Says it's for
AI App Builders
AI names Replit, Lovable, Bolt here, not Superblocks
AI ranks it
visibility score 19 / 100
Hightouch Hightouch hightouch.com

Agentic Marketing Platform powered by the industry-leading Composable CDP: AI marketing that knows your brand, customers, and business.

Positions itself there in its own words: "Plan, create, and execute your marketing faster and more autonomously"

Positions itself for
Marketing Automation
AI names HubSpot, ActiveCampaign, Marketo here, not Hightouch
AI ranks it
visibility score 13 / 100
HoneyBook HoneyBook honeybook.com

AI-powered CRM for small businesses to manage clients, projects, proposals, contracts, invoices, and payments.

Positions itself there in its own words: "the AI-powered CRM for small businesses"

Says it's for
CRM
AI names HubSpot, Salesforce, Pipedrive here, not HoneyBook
AI ranks it
visibility score 11 / 100
Contentsquare Contentsquare contentsquare.com

all-in-one experience intelligence platform with Experience and Product Analytics and Voice of Customer tools

Positions itself there in its own words: "Experience and Product Analytics and Voice of Customer tools"

Positions itself for
Product Analytics
AI names Mixpanel, PostHog, Amplitude here, not Contentsquare
AI ranks it
visibility score 9 / 100
Slack Slack slack.com

AI work platform for managing projects, automating workflows, and connecting teams securely

Positions itself there in its own words: "the AI work platform for managing projects, automating workflows, and connecting teams securely"

Positions itself for
Project Management
AI names Asana, Notion, Linear here, not Slack
AI ranks it
visibility score 9 / 100
OutSystems OutSystems outsystems.com

AI development platform combining low-code with AI-driven software development for enterprise apps and custom agents

Positions itself there in its own words: "OutSystems combines a low-code foundation with AI-driven software development to deliver enterprise apps and custom agents with full SDLC governance"

Positions itself for
AI App Builders
AI names Replit, Lovable, Bolt here, not OutSystems
AI ranks it
visibility score 8 / 100
Qlik Sense Qlik Sense qlik.com

End-to-end data integration, data quality, & analytics solutions via a data fabric

Positions itself there in its own words: "end-to-end data integration, data quality, & analytics solutions"

Says it's for
Data Integration & ETL
AI names Fivetran, Airbyte, Informatica here, not Qlik Sense
AI ranks it
visibility score 8 / 100
Adalo Adalo adalo.com

No-Code App Builder with AI & Visual Canvas — build and publish iOS, Android, and web apps, no code required.

Positions itself there in its own words: "The Visual No Code App Builder – Now Powered By AI"

Positions itself for
No-Code & Internal Tool Builders
AI names Retool, Appsmith, Budibase here, not Adalo
AI ranks it
visibility score 7 / 100
Qlik Qlik qlik.com

Qlik delivers a data fabric and next-level insights with end-to-end data integration, data quality, & analytics solutions.

Positions itself there in its own words: "end-to-end data integration, data quality, & analytics solutions"

Says it's for
Data Integration & ETL
AI names Fivetran, Airbyte, Informatica here, not Qlik
AI ranks it
visibility score 7 / 100
Engagedly Engagedly engagedly.com

Comprehensive AI talent management software built for HR leaders to grow high-performing teams and drive better employee engagement.

Positions itself there in its own words: "drive better employee engagement"

Positions itself for
Employee Engagement & Experience
AI names Culture Amp, Lattice, Officevibe here, not Engagedly
AI ranks it
visibility score 5 / 100
Zammad Zammad zammad.com

Powerful helpdesk software that centralizes customer communication in one place for a great service experience.

Positions itself there in its own words: "One central platform for all your support cases"

Says it's for
Customer Support
AI names Zendesk, Intercom, Freshdesk here, not Zammad
AI ranks it
visibility score 5 / 100
SendGrid SendGrid sendgrid.com

Trusted email API and marketing campaigns platform, now part of Twilio.

Positions itself there in its own words: "Email Marketing Campaigns"

Says it's for
Email Marketing
AI names Klaviyo, Mailchimp, MailerLite here, not SendGrid
AI ranks it
visibility score 4 / 100

How this is measured

We read each brand's homepage (title, description, and headline copy) and classified the categories and ICP it claims, using the same taxonomy as the index. Whether a brand is "absent" from a claimed category comes from the Thunderdome index, which measures how ChatGPT, Claude, and Gemini rank the field from their model knowledge (July 2026). On each brand's own page we also map the specific segments it claims (enterprise, HIPAA, free) against the grounded slot measurements, where the assistants answer with live web access; the index trunk moves to that same grounded surface at the next snapshot. We read 421 of 458 homepages; the rest block automated readers. Full methodology.