AI coworker

What is an AI coworker?

An AI coworker works inside your company’s real systems. Unlike a chatbot that answers questions in a silo, an AI coworker connects to your tools, builds shared memory of how your company operates, and completes multi-step work — with its own computer to run code, analyze data, and take action.

The landscape

AI coworker vs. chatbot vs. copilot vs. agent

The category names blur together, but the products behave very differently. The fastest way to tell them apart: how much of your company they can see, and whether they hand you suggestions or finished work.

CategoryScopeContextWhat you get
AI chatbotAnswers questions from training data and the internetLow on company’s contextText you copy-paste somewhere else
AI copilotAccelerates you inside one appContext of that single appSuggestions you accept or reject
AI agentExecutes one defined task or workflowThe context you wire into that workflowUsually single-purpose, tuned to the task
AI coworkerWorks across teams, tools, and recurring jobsShared, compounding company-wide contextFinished work: reports, PRs, apps, updates, actions

How it works

The four things that make an AI coworker work for your company

01

Connected to your systems

An AI coworker plugs into the tools your company already runs on — CRM, data warehouse, code, docs, email, billing — through direct integrations. It reads from and writes to the same systems your team does, so answers are grounded in live data instead of guesses.

02

A company brain that compounds

Every question answered and task completed adds to a shared, visible knowledge base: facts about your business, preferences, and reusable skills. That context is shared at the company level, so the AI coworker your finance team trained makes your sales team faster too.

03

Its own computer to do real work

The difference between advice and work is compute. An AI coworker has its own sandboxed computer where it runs code, queries databases, builds spreadsheets and apps, and opens pull requests — then shows you the full trace of what it did.

04

Working where your team works

You should not have to visit another tab to use a coworker. An AI coworker lives in Slack and on the web, picks up scheduled tasks on a cadence you set, and reacts to triggers — a deal closing, a bug report, a signup — without being asked.

Evaluation

How to choose an AI coworker

Seven questions that separate an AI coworker from a chatbot wearing the label.

01

Is it built for internal, employee-facing work?

Some well-funded "AI agent" companies only ship customer-facing support agents. An AI coworker works for your employees, across your internal systems.

02

Does it work across every team?

Point solutions automate one function. An AI coworker should be as useful to finance and ops as it is to engineering and marketing — that is where shared context pays off.

03

Does it have its own computer?

Ask what happens when the work requires running SQL, transforming a spreadsheet, or opening a PR. If the answer is "it drafts text for you," it is an assistant, not a coworker.

04

Is memory shared at the company level — and visible?

Per-user or per-agent memory means every teammate retrains the tool from scratch. Look for org-level knowledge you can inspect, edit, and version.

05

Can it act on its own schedule?

Recurring reports, monitors, and triggers are where an AI coworker earns its seat. Check whether proactive features are on by default or admin-gated and capped.

06

Can you see how it did the work?

Trust requires a trace. Every answer should show which systems were queried, what code ran, and where each number came from.

07

Is the pricing public?

If you cannot find a price without talking to sales, budgeting for a team rollout is guesswork. Look for transparent, usage-based pricing you can start on today.

The market

How the leading AI coworkers compare

Verified against each product’s public documentation and pricing pages, July 2026. For deeper side-by-sides, see our detailed comparison pages.

CapabilityAdaptGleanLindyViktorSierra
Internal, employee-facing coworker

Built for internal teams

Internal search + agents

Internal assistants

Internal, Slack-based

Customer-facing CX agents only

Its own computer (code, files, apps)

Full sandbox: code, SQL, apps, PRs

Agent actions; no general compute environment

Workflow actions per agent

Cloud sandbox

Not applicable

Company-level shared memory

Org knowledge + skills, visible and editable

Memory is per-user; extracted memories expire in 30 days

Memory is per-agent

Workspace-level; access controls on roadmap

Not applicable

Slack-native plus a full web app

Tag @Adapt in Slack, or use app.adapt.com

Web-first, Slack via integration

Web-first, Slack via integration

Slack only; no standalone web app

Not applicable

Proactive scheduled tasks + triggers

Natural-language schedules, event triggers

Scheduled agents off by default, admin-gated

Trigger-based automations

Recurring tasks + heartbeat

Not applicable

Transparent public pricing

Usage-based credits, published

No public pricing page

Per-seat tiers public; usage allowances vague

Public credit tiers

Enterprise contracts, outcome-based

Full check = shipped and generally available. Dash = partial or gated. X = not offered. Product capabilities change quickly; we re-verify this table monthly.

Use cases

What teams hand their AI coworker first

Pipeline and revenue reporting

Pulls deals from the CRM, reconciles against billing, and posts the Monday pipeline review to Slack before the meeting starts.

HubSpot · Stripe · Slack

Ad hoc data analysis

Answers "why did activation dip last week?" by querying the warehouse, running the analysis in its sandbox, and showing its work.

BigQuery · PostHog · Sheets

Engineering support

Triages bug reports, reproduces issues, files well-structured tickets, and opens draft PRs for review.

GitHub · Linear · Sentry

Competitive and market monitoring

Watches competitor releases, pricing changes, and community chatter, and delivers a weekly digest with sources.

Web · Ahrefs · Slack

Proactive alerts and monitors

Monitors the signals you care about — pipeline movement, spend anomalies, error rates — and speaks up when something changes.

Scheduled tasks · Event triggers

Customer and account intelligence

Builds call-prep briefs, follows up after meetings, and keeps account records current across systems.

HubSpot · Grain · Gmail


Adapt is the integrated coworker.
One brain, its own computer, your whole company.

Adapt connects to the entire company’s systems, data, and processes, with its own computer to do real work. Start solo with your own integrations, invite the team when you’re ready, and watch the shared context compound.

Start for free

FAQ

Frequently asked questions

Bring the integrated coworker to your whole team. Get started free with $100 in credits when you add Adapt to Slack.