Blog

Thoughts on LinkedIn automation, AI agents, and building in public.

ComparisonOctober 4, 20263 min read

OpenAI dots vs Grok Bot for LinkedIn with Crispy

Compare OpenAI dots and Grok Bot for LinkedIn work with Crispy, then choose the focused setup guide for your AI platform.

GuideOctober 8, 20266 min read

How to connect LinkedIn to OpenAI dots with Crispy

Connect LinkedIn to OpenAI dots through Crispy with MCP and OAuth. Check eligibility, follow the setup, and keep external actions under human review.

GuideOctober 8, 20266 min read

How to connect LinkedIn to Grok Bot with Crispy

Connect LinkedIn to Grok Bot through Crispy with MCP and OAuth. Check connector access, follow the setup, and keep external actions under human review.

ProductFebruary 28, 20265 min read

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.

GuideMarch 4, 20265 min read

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.

ComparisonMarch 3, 20265 min read

LinkedIn API pricing in 2026: official vs alternatives

A breakdown of official LinkedIn API products, permission requirements, rate limits, and how independent alternatives like Crispy compare.

ComparisonMarch 2, 20265 min read

Best LinkedIn API alternatives for developers

Evaluate LinkedIn API alternatives for developers. Compare direct APIs, scraping recipes, visual workflow tools, and custom browser scripts.

GuideMarch 1, 20265 min read

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.

GuideFebruary 27, 20265 min read

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.

GuideMarch 5, 20265 min read

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.

GuideMarch 20, 20265 min read

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.

ComparisonMarch 20, 20266 min read

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.

ComparisonFebruary 20, 20263 min read

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.

ComparisonJune 25, 20267 min read

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.

ComparisonJune 25, 20265 min read

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.

ComparisonJune 25, 20265 min read

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.

ComparisonJune 25, 20265 min read

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.

ComparisonJune 25, 20265 min read

Lemlist alternatives in 2026: 3 options for LinkedIn outreach

Compare Crispy, Expandi, and HeyReach as Lemlist alternatives for LinkedIn outreach. See which workflow each option fits before you switch.

ComparisonJune 25, 20265 min read

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.

ComparisonJune 25, 20265 min read

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.

ComparisonJune 25, 20265 min read

Kondo alternatives in 2026: 3 options compared

Kondo organizes LinkedIn DMs, and its MCP server saves drafts for manual sending. Compare three alternatives for prospecting, outreach, or a broader API.

GuideJuly 16, 20266 min read

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.

ComparisonJuly 17, 20266 min read

LinkedIn Sales Navigator pricing in 2026: Core, Advanced, and Advanced Plus compared

Sales Navigator Core starts at $119.99 monthly, Advanced at $159.99, and Advanced Plus uses custom pricing. Compare current plan costs and features.

GuideJuly 17, 20266 min read

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.

GuideJuly 17, 20266 min read

Crispy's default LinkedIn action caps

Crispy's default daily caps, the invitation ceiling, and what those caps do not guarantee. LinkedIn's User Agreement section 8.2 prohibits unauthorized automation.

GuideJuly 17, 20266 min read

If LinkedIn restricts your account

Pause sending if LinkedIn restricts the account. Crispy's caps and optional warm-up do not authorize activity under User Agreement section 8.2 and do not guarantee against restriction.

ComparisonJuly 17, 20266 min read

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.

GuideJuly 17, 20266 min read

LinkedIn connection requests in 2026: 8 templates and one measured acceptance rate

Eight connection-request templates. The only acceptance figure this post cites: 41% of 967 requests sent through Crispy, from 19 sending accounts, between 60 and 365 days ago, excluding requests the sender withdrew and invitations imported from LinkedIn's outstanding list. It is not a universal LinkedIn average.

GuideJuly 17, 20269 min read

Connect LinkedIn to ChatGPT or Claude with MCP (2026)

Connect LinkedIn to ChatGPT or Claude through Crispy's remote MCP endpoint and OAuth. Follow the client-specific setup, then choose which tools the AI may use.

ComparisonJuly 17, 20268 min read

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/mo. Here is how they actually differ, and which fits.

GuideJuly 17, 20267 min read

What Crispy limits when you automate LinkedIn

Crispy's default daily caps and optional warm-up limit volume. LinkedIn's User Agreement section 8.2 prohibits unauthorized automation. These controls do not guarantee against restriction.