Crispy vs Expandi vs HeyReach vs Dripify: which LinkedIn tool in 2026?

The LinkedIn automation market splits cleanly into two generations. The first generation — Expandi, HeyReach, Dripify — built workflow UIs where you drag sequences together: connect → wait 3 days → message → wait 2 days → follow up. They were designed for humans operating playbooks. The second generation builds for AI agents: raw API endpoints, MCP support, and no assumptions about how you'll orchestrate actions. Crispy is the second generation.

**The fundamental difference.** Legacy tools execute fixed logic. Crispy gives your AI agent the ability to reason. Before sending a message, your agent can read the prospect's latest post, check if they just changed jobs, cross-reference your CRM, and write something that actually lands. A sequence tool can't do that — it fires the same template on a schedule regardless of context.

**What Crispy actually is.** 105 LinkedIn tools exposed as MCP endpoints and a REST API. Search, messaging, campaigns, content, inbox, analytics — all callable from Claude, Cursor, n8n, or your own code. No workflow builder, no UI to click through. Your AI is the orchestration layer, which means your outreach gets smarter every time your model does.

**Data ownership.** Most tools store your LinkedIn data — contacts, conversations, campaign history — on their servers. Crispy gives you three modes: managed storage (default, powers Unibox and analytics), bring your own Supabase (your data, your server), or fully stateless (nothing retained). Available on request.

**Who Crispy is for.** Teams already running AI agents — Claude, Cursor, n8n, Make — who want LinkedIn as part of that stack. Developers building outreach infrastructure. Agencies who want API access and full data control. If you work through an AI client daily, Crispy adds LinkedIn in two minutes. If you want to click through a dashboard, the legacy tools are still there.

The honest summary: if you want a polished no-code autopilot, Expandi and HeyReach are mature products. If you want AI-native LinkedIn infrastructure that gets more capable as your models improve, that's Crispy. Try it for 14 days — money-back guarantee if it doesn't fit.