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Highly automated companies work with highly automated companies

A highly automated company runs most of its operations, including go-to-market, through AI agents. Highly automated companies prefer to work with other highly automated companies, the way companies with websites worked with companies with websites, and together they form a closed-loop production web. Imagine AI is built to be the layer between them: one agent that runs a company's LinkedIn presence, from content to comments, connection requests and messages, and maps every touch to pipeline.

Last updated
Oct 20, 2026
Written by
Sky Yang, Co-founder and CEO
How we wrote this
Written from Imagine AI's product, research and public benchmark.

What a highly automated company is

A highly automated company uses AI agents to do work people used to do by hand: research, writing, outreach, reporting. It produces more output at a lower cost, and the gap widens every quarter as agents get better.

When the internet arrived, companies without a website got pushed out by companies that had one. The same thing is happening again: companies that run their work through agents can do more, faster and cheaper, and the market equilibrium only moves one way.

The closed-loop production web

Highly automated firms want to work with other highly automated firms. High-growth startups already prefer to work with high-growth startups, and mid-market companies with mid-market companies; it is network homophily, and automation strengthens it.

Researchers describe where this leads as a closed-loop production web: a chain of highly automated companies that find each other, buy from each other and work together with less and less human coordination in between. Every web needs a layer where companies discover each other and communicate.

Why LinkedIn is that layer today

Right now that discovery and communication runs through LinkedIn. A company posts, the right people engage, someone reaches out, and a deal starts. More and more of each step is done by agents on both sides: an agent posts, another agent reads it, an agent reaches out.

AI lowered the cost of creating content and the cost of outreach, so effort alone no longer wins. What wins is being in the right conversations with the right companies, consistently, and knowing which of those touches turned into revenue.

Where Imagine AI fits

Imagine AI is one GTM agent that runs a company's LinkedIn presence.

  • It creates posts and graphics for the company page, founders, executives and employees, in each person's voice, from a content filesystem with your positioning, brand kit and campaigns.
  • It engages: comments, connection requests and messages on LinkedIn, aimed at the people who match your ICP.
  • It has its own computer, browser and sandbox, so it can research, design and act, not only write text.
  • It reads a public benchmark of 1,000+ B2B companies, so it knows which post types and formats work in your industry.
  • It matches everyone who engages against HubSpot or Salesforce and traces closed deals back to their first content touch.

How to start becoming a highly automated company on LinkedIn

  • Put your positioning, brand kit, decks and campaigns in one place an agent can read.
  • Connect the company page and the people who should be posting, not only the founder.
  • Let the agent draft and engage; keep a person on approvals.
  • Connect your CRM so every touch is measured in pipeline, not impressions.
  • Benchmark yourself against your industry and your competitors, then move up and to the right: post more often, and post what works.

What the agent can do.

The agent has its own computer and browser, so it finds the people and the news itself, then drafts every post, comment, connection note and message for you to approve.

[01]On

Writes in each person's voice

Drafts for the company page, founders, executives and employees from each person's best posts. Imagine AI started as the operating system for ghostwriting teams, so sounding like you is the core of the product.

[02]On

Designs the graphics

Multi-image posts, infographics and visuals from your brand kit, made in its own sandbox, with the right people and companies tagged.

[03]On

Has its own computer and browser

It does the legwork itself: finds the people, checks job changes, launches and funding news, reads the sources and fact-checks claims before anything ships.

[04]On

Engages for you

Comments, connection requests and messages on LinkedIn, aimed at the people your posts pull in who match your ICP.

[05]On

Runs one calendar for the team

Plan launches, sequence posts, schedule comments and edit together. Approvals sit with each person or route through one owner.

[06]On

Works from your content filesystem

Positioning, brand kit, decks, campaigns and compliance rules in one place it reads before every draft, remembered across threads.

[07]On

Turns what you have into posts

Events, podcast episodes, videos, decks and call notes become a week of posts across the team.

[08]On

Knows what works

Reads the public benchmark of 1,000+ B2B companies and tracks your competitors, so post types and formats follow your industry's data.

[09]On

Finds the buyers in your audience

Matches everyone who engages to your ICP and hands sales a worked list every week.

[10]On

Maps content to revenue

Connects to HubSpot or Salesforce and traces each closed deal back to its first content touch: post, person, deal stage moves.

[11]On

Plugs into your stack

Engager data over API and webhooks, and the benchmark over MCP for your own agents.

One agent. It starts with LinkedIn.

Always-on publishing

It drafts the post and the graphic

Ask once. It researches, writes in each person's voice, designs the graphic and puts it on the calendar for review.

Autonomous creation
Fig. 03A: The agent drafts the post and its graphic from Sky's best posts.
Engagement

It comments, connects and messages

It finds the engagers who match your ICP, comments on their posts, sends connection requests and drafts a note. You approve.

Engagement
Fig. 04: The agent comments, connects and messages the engagers who match your ICP. You approve.
Team orchestration

One calendar for the whole team

The company page, founders, executives and employees in one plan.

Team calendar
Fig. 03C: One month for the whole team. Add a post, move it, it is scheduled.
Institutional knowledge

It works from your filesystem

Positioning, brand kit, decks and campaigns it reads before every draft.

Content Filesystem
Fig. 03D: Strategy, positioning and brand files the agent reads before every draft.
Research intelligence

It knows what works

It reads the benchmark of 1,000+ B2B companies before it writes.

Growth research
Fig. 03E: The agent answers from our YC founder study.

Join the high-growth companies already building with Imagine AI

Questions teams ask first.