Blog
Thoughts on LinkedIn automation, AI agents, and building in public.
Your data, your rules: how Crispy handles LinkedIn data
Most LinkedIn tools lock your data in their database. Crispy keeps your data yours - export or delete anytime, no lock-in, GDPR friendly.
MCP + LinkedIn: how AI agents automate outreach
Model Context Protocol lets AI agents use LinkedIn like a human. Here's how it works and why it matters for sales teams.
The complete guide to LinkedIn MCP servers
What Model Context Protocol is, why it matters for LinkedIn automation, and how to set up Crispy as your LinkedIn MCP server in minutes.
LinkedIn API pricing in 2026: official vs alternatives
A transparent breakdown of LinkedIn's official API costs, what you actually get, and how alternatives like Crispy compare at a fraction of the price.
Best LinkedIn API alternatives for developers
The official LinkedIn API doesn't cover most automation use cases. Here are the best alternatives for developers building LinkedIn integrations in 2026.
How to automate LinkedIn outreach with AI agents
A step-by-step guide to building AI-powered LinkedIn outreach workflows using MCP - from prospect search to personalized messages.
LinkedIn lead generation with AI: a practical guide
How to build a full-funnel LinkedIn lead generation system using AI agents - from search and qualification to outreach and conversion tracking.
How to sync LinkedIn to your CRM with AI (no integrations needed)
Most LinkedIn-CRM integrations are expensive and rigid. Here's how AI agents sync LinkedIn conversations to HubSpot, Salesforce, or any CRM - using MCP instead of built-in connectors.
How to automate LinkedIn content with AI agents
AI agents can research trending topics, draft posts in your voice, schedule them, and track performance - all from a single prompt. Here's how.
Crispy vs Expandi vs HeyReach vs Dripify: which LinkedIn tool in 2026?
A side-by-side comparison of the four leading LinkedIn automation tools - pricing, features, AI support, data ownership, and who each is actually built for.
Why AI-native beats traditional LinkedIn automation
Traditional tools give you workflows. Crispy gives your AI agent superpowers. Here's why the approach is fundamentally different.
Best LinkedIn automation tools in 2026, ranked
The best LinkedIn automation tools in 2026, ranked by what each does best, from AI-agent API platforms to no-code sequencers, content tools, and inbox managers.
The best Expandi alternative for AI-first teams in 2026
Looking for an Expandi alternative? Here is how the top options compare in 2026, and why AI-first teams move to Crispy's MCP server and full LinkedIn API.
The best HeyReach alternative for 2026
Looking for a HeyReach alternative? Compare the top options in 2026 for teams that want a full LinkedIn API beyond outbound, data ownership, and AI-agent automation.
The best Dripify alternative for 2026
Outgrown Dripify? Compare the top Dripify alternatives in 2026 for teams that want API access, AI-agent automation, and room to scale beyond simple sequences.
The best Lemlist alternative for LinkedIn in 2026
Want a LinkedIn-first Lemlist alternative? Compare the top options in 2026 for teams where LinkedIn is the primary channel, not an email add-on.
The best Taplio alternative for 2026
Looking for a Taplio alternative that does more than content? Compare the top options in 2026 for teams that want LinkedIn content plus prospecting and outreach.
The best AuthoredUp alternative for 2026
Want an AuthoredUp alternative that automates more than formatting? Compare the top options in 2026 for LinkedIn content, scheduling, and full outreach.
The best Kondo alternative for 2026
Looking for a Kondo alternative that does more than inbox management? Compare the top options in 2026 for LinkedIn inbox, prospecting, and outreach in one place.
Do you need a LinkedIn Sales Navigator alternative, or something else?
Sales Navigator ($119.99-$159.99/mo) is a research tool, not an outreach tool. Here's what it actually does, where it falls short, and whether Crispy can replace it or should pair with it.
LinkedIn Sales Navigator pricing in 2026: every plan and the real cost
Sales Navigator Core is $119.99/mo, Advanced $159.99/mo, Advanced Plus is custom. Here's exactly what each plan includes, monthly vs annual, and the cost most buyers miss.
LinkedIn SSI score explained: what it is, how it's calculated, and does it matter?
Your LinkedIn Social Selling Index (SSI) is a 0-100 score across four pillars. Here's how each is calculated, what counts as a good score, and how much it actually affects your outreach.
LinkedIn limits in 2026: connections, messages, searches, and how to stay safe
LinkedIn caps invitations, messages, searches, and profile views, and it doesn't publish the numbers. Here are the real 2026 limits, why they exist, and the daily caps that keep accounts safe.
LinkedIn account restricted? How to recover and stop it happening again
LinkedIn restrictions range from a brief warning to a permanent ban. Here's what each one means, how to appeal, and how to keep your account safe afterward.
Best AI SDR tools in 2026: autonomous platforms vs bring-your-own-agent
The honest breakdown of AI SDR tools in 2026, from enterprise autonomous platforms like 11x and Artisan to the bring-your-own-agent approach, and how to pick the right one.
LinkedIn connection requests in 2026: what the data says, and 8 templates that fit it
Tens of thousands of tracked requests reveal what actually gets accepted in 2026: why a generic note beats no note, the 120-180 character sweet spot, and 8 templates grounded in the numbers.
How to connect LinkedIn to ChatGPT and Claude (2026)
Three ways to give ChatGPT or Claude access to LinkedIn - copy-paste, browser scrapers, and a purpose-built MCP server - and how to pick the one that is safe and actually does the work.
La Growth Machine alternative: Crispy vs La Growth Machine (2026)
La Growth Machine is a multichannel outreach tool billed per identity. Crispy is an AI-agent-native LinkedIn platform at $49/seat. Here is how they actually differ, and which fits.
How to automate LinkedIn safely in 2026
Automation gets accounts restricted when it behaves badly, not because it is automation. Here is what is actually safe - daily limits, pacing, warm-up - and how to stay on the right side.