How AI describes the brands
your buyers compare you against.

Linear, Notion, Asana, monday.com, ClickUp — every modern team has picked one. We ran each through AI search to capture what surfaces when buyers ask, what citations the LLMs lean on, and where the coverage gaps sit.

HubSpot anchors the category but a wave of modern CRMs (Attio, folk, Pipedrive, Close) are rewriting the playbook. Here's what AI search returns when buyers ask, and which sources the LLMs cite to form that view.

Mailchimp, ConvertKit (now Kit), beehiiv, Customer.io, Brevo — same workflow problem, very different AI search coverage and sentiment.

Resend, Postmark, Mailgun, SendGrid, Loops — the choice every dev team makes once and rarely revisits, until deliverability tanks. Here's what AI search returns when developers ask.

Mixpanel, Amplitude, PostHog, June, Heap — buyers compare them constantly; the AI search view of who's best is more nuanced than the raw SERP suggests.

Vercel, Netlify, Render, Railway, Fly.io — the platforms behind the modern web stack. Here's how AI search positions each one when developers ask which to pick.