The AI employee library · 64 guides
Put AI employees to work where your team already talks.
Clear, vendor-neutral answers on AI agents in Teams and Slack—what they do, where they pay off and how to keep people in control.
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AI Employees: The Complete Guide (2026)
An AI employee (or AI worker) is an AI agent that owns a defined, recurring job inside your business: it connects to your tools, prepares finished work and hands it to a person for approval.
Read guide →02AI Agents in Microsoft Teams and Slack: The Complete Guide
Running AI agents inside Microsoft Teams or Slack lets people assign work by tagging an agent, follow progress in a thread and approve the result with one click.
Read guide →03Best AI Agents for Microsoft Teams and Slack (2026)
There are four main routes to AI agents in Teams and Slack: general-purpose assistants (Copilot, ChatGPT, Claude), AI employee products, automation platforms with AI steps, and custom-built agents.
Read guide →Browse by topic
The library
Every guide, by topic
Fundamentals
AI Employees: The Complete Guide (2026)
Everything businesses need to know about AI employees and AI workers: definition, how they work, use cases, costs, risks and how to get started.
4 min read
Slack & Teams
AI Agents in Microsoft Teams and Slack: The Complete Guide
How to run AI agents inside Microsoft Teams and Slack: patterns, setup, security, Copilot vs custom agents, and real workflow examples.
2 min read
Use cases
AI Agent Use Cases: 30 Workflows by Department and Industry
A practical catalogue of AI agent use cases for marketing, sales, operations, finance, HR and customer service, plus examples by industry.
2 min read
Strategy & ROI
AI Agent Strategy and ROI: A Leader's Guide
How leaders should plan AI agent adoption: organisation model, use-case selection, pilots, vendor choice, pricing and measuring ROI.
2 min read
Governance
AI Agent Governance, Security and Compliance: The Complete Guide
How to govern AI agents: security checklist, GDPR, the EU AI Act, hallucination controls, approval design and a one-page policy template.
2 min read
Comparisons
Best AI Agents for Microsoft Teams and Slack (2026)
An overview of the main ways to get AI agents into Teams and Slack—general assistants, AI employee products, automation platforms and custom-built agents—and who each suits.
2 min read
Tool spotlight
Want an agent built for your own workflow?
Switch builds named agents for Teams and Slack, with human approval on every output.
Visit switchagent.io →Fundamentals
What Is an AI Employee? A Plain-English Definition
An AI employee is an AI agent that takes on recurring work across your tools, reports in chat and waits for human approval. Here is how it differs from a chatbot.
2 min read
Fundamentals
AI Agent vs Chatbot: What's the Difference?
Chatbots respond; AI agents act. Learn the practical differences in capability, risk and setup, and when your business needs each one.
2 min read
Fundamentals
How Do AI Agents Actually Work?
A non-technical walkthrough of how AI agents plan tasks, use tools, check results and hand work back to people.
2 min read
Fundamentals
Agentic AI Explained for Business Leaders
What 'agentic AI' means, why it is different from earlier AI waves, and how leaders should think about adopting it.
2 min read
Governance
Human-in-the-Loop AI: Why Approval Steps Matter
Human-in-the-loop design keeps AI agents useful and safe. Here's how approval steps work and where to place them.
2 min read
Slack & Teams
AI Agents in Slack: How Teams Use Them
How companies run AI agents directly inside Slack channels and threads, with practical examples and setup tips.
2 min read
Slack & Teams
AI Agents in Microsoft Teams: A Practical Guide
How to bring AI agents into Microsoft Teams, what they're good at, and how to keep IT and security comfortable.
2 min read
Slack & Teams
Slack vs Microsoft Teams for AI Agents
Comparing Slack and Microsoft Teams as homes for AI agents: adoption, integrations, security and user experience.
2 min read
Strategy & ROI
Do Small Businesses Need an AI Employee?
When an AI employee makes sense for a small or mid-sized business, what to automate first and what to avoid.
2 min read
Fundamentals
AI Workflow Automation: Beyond Zapier-Style Rules
How AI workflow automation differs from rule-based automation, and where each fits in a modern business.
2 min read
Use cases
AI for E-commerce Product Content at Scale
How AI agents write product descriptions, variants and translations directly into your catalogue format—without losing brand voice.
2 min read
Use cases
Using an AI Agent for Social Media Content
Turn one campaign idea into a week of on-brand social posts with an AI content agent, with approval before anything is published.
2 min read
Use cases
AI Campaign Visuals Without a Studio Shoot
How brands use AI agents to create on-brand campaign visuals and product imagery in minutes.
2 min read
Use cases
Automating Customer Follow-Ups With AI
How an AI agent prepares customer follow-ups from your CRM and conversations, so nothing slips through the cracks.
2 min read
Use cases
AI Agents for Weekly Sales Reporting
Stop building the same weekly sales report by hand. How an AI agent gathers data, writes commentary and posts it to your team.
2 min read
Use cases
What an AI Operations Agent Can Do
Operations work is full of checks, chasing and coordination. Here's what an AI operations agent can take off your plate.
2 min read
Use cases
AI Agents for Finance Teams: Practical Use Cases
Invoice matching, variance commentary and month-end prep: where AI agents help finance teams today.
2 min read
Use cases
AI Agents in HR and Recruiting
Where AI agents help HR teams—job ads, candidate summaries, onboarding—and where caution is needed.
2 min read
Use cases
AI Customer Service Agents: Drafts, Not Autopilot
Why the most effective AI customer service setups draft replies for human agents rather than answering customers unsupervised.
2 min read
Use cases
AI Agents for Marketing Teams: Where to Start
A practical starting list of AI agent workflows for marketing teams, from briefs to reporting.
2 min read
Strategy & ROI
How to Calculate the ROI of an AI Agent
A simple framework to connect an AI agent to cost, revenue and margin—before you buy and after you launch.
2 min read
Strategy & ROI
Build vs Buy: Custom AI Agents or Off-the-Shelf?
When to use a general-purpose AI tool, when to buy a packaged agent and when to have a custom agent built.
2 min read
Strategy & ROI
How to Choose an AI Agent Vendor
Ten questions to ask any AI agent vendor about security, approval, integrations, pricing and references.
2 min read
Strategy & ROI
Running Your First AI Agent Pilot
A step-by-step plan for a first AI agent pilot that produces a clear go/no-go decision.
2 min read
Strategy & ROI
The Three-Layer AI Agent Organisation
A simple model for organising AI agents in your company: ownership, a general-purpose baseline and custom agents.
2 min read
Strategy & ROI
Getting Your Team to Actually Use AI Agents
Change management tactics that turn AI agents from pilot curiosity into daily habit.
2 min read
Strategy & ROI
AI Agent Pricing Models Explained
Per seat, per task, per agent or project-based: how AI agent pricing works and how to compare offers.
2 min read
Strategy & ROI
AI Agents for Mid-Market Companies
Why mid-sized companies are well placed to get value from custom AI agents—and how to begin.
2 min read
Strategy & ROI
AI Agents in Nordic Companies: Trends and Examples
How Nordic companies approach AI agents, from multilingual content to strict data protection expectations.
2 min read
Strategy & ROI
How to Measure AI Agent Performance
The metrics that matter for AI agents: approval rate, edit rate, time saved and business outcome.
2 min read
Governance
AI Agent Security: What to Check Before You Deploy
Permissions, data handling, prompt injection and audit logs: a security checklist for AI agents.
2 min read
Governance
The EU AI Act and AI Agents: What Businesses Need to Know
A plain-language overview of how the EU AI Act affects companies deploying AI agents in everyday workflows.
2 min read
Governance
GDPR and AI Agents: A Practical Checklist
How to deploy AI agents that process personal data while staying aligned with GDPR principles.
2 min read
Governance
Writing an AI Agent Governance Policy
A one-page template for governing AI agents: ownership, permissions, approval and review.
2 min read
Governance
AI Hallucinations in Business Workflows: How to Prevent Them
Why AI agents sometimes make things up and the practical controls that keep business outputs accurate.
2 min read
Fundamentals
Connecting AI Agents to Your Business Systems
CRM, ERP, e-commerce and file storage: how AI agents connect to the tools where your work lives.
2 min read
Slack & Teams
Why Name Your AI Agents?
Giving each AI workflow a named agent improves adoption, ownership and clarity. Here's why it works.
2 min read
Slack & Teams
Scheduled AI Agents: Work That Happens Before You Ask
How scheduled AI agents prepare reports, checks and summaries on a timetable so work is ready when your team arrives.
2 min read
Slack & Teams
Threads as the Interface for AI Agents
Why chat threads are the ideal interface for assigning, discussing and approving AI agent work.
2 min read
Slack & Teams
AI Agents Without Adding Another App
Why embedding agents in existing tools beats rolling out yet another AI platform for employees.
2 min read
Use cases
AI Agents in the Beverage Industry
How beverage brands use AI agents for campaigns, product data, distributor communication and sales reporting.
2 min read
Use cases
AI Agents for Retail: Store, Shop and Stock
Retail use cases for AI agents across e-commerce, merchandising, stock and customer communication.
2 min read
Use cases
AI Agents for Automotive Dealers
How car dealerships can use AI agents for listings, lead follow-up and service scheduling.
2 min read
Use cases
AI Agents for Beauty and Cosmetics E-commerce
From ingredient lists to multilingual product pages, how beauty retailers use AI agents.
2 min read
Use cases
AI Agents for Furniture and Home Retail
Product variants, dimensions, materials and room imagery: AI agents for furniture retailers.
2 min read
Strategy & ROI
How Long Does It Take to Implement an AI Agent?
A realistic timeline from first conversation to a working custom AI agent in production.
2 min read
Strategy & ROI
How to Pick Your First AI Agent Use Case
A scoring method to choose the first workflow for an AI agent: frequency, time, value and risk.
2 min read
Strategy & ROI
AI Agent or New Hire? How to Decide
When an AI agent is a better answer than another hire—and when you really need a person.
2 min read
Fundamentals
Multi-Agent Systems: Do You Need More Than One AI Agent?
When businesses benefit from several specialised AI agents working together, and how to keep them manageable.
2 min read
Fundamentals
The Future of AI Employees: What Changes Next
Where AI employees and agents are heading: more autonomy, better integrations and new ways of organising work.
2 min read
Comparisons
Microsoft Copilot vs Custom AI Agents: Which Do You Need?
Copilot boosts everyday productivity across Microsoft 365; custom agents run company-specific workflows. Here's how to decide—and why many companies use both.
2 min read
Comparisons
ChatGPT vs Custom AI Agents for Business
When ChatGPT is enough for your team and when a custom AI agent connected to your systems delivers more value.
2 min read
Comparisons
Viktor Alternatives: Other Ways to Get an AI Employee in Slack or Teams
Considering Viktor? Here are the main alternative approaches to AI employees in Slack and Teams, and who each one suits.
2 min read
Comparisons
Zapier vs AI Agents: Automation or Intelligence?
Rule-based automation platforms and AI agents solve different problems. Here's how to tell which one a workflow needs.
2 min read
Comparisons
RPA vs AI Agents: What's the Difference?
Robotic process automation clicks through screens; AI agents reason over data. How they differ and when to use each.
2 min read
Comparisons
AI Agency vs SaaS AI Agent: How to Buy AI Agents
Should you buy a self-serve AI agent subscription or work with a specialist that builds agents for you? Pros, cons and a decision checklist.
2 min read
Comparisons
Best AI Agents for Slack: Options Compared
The main kinds of AI agents available in Slack—from built-in AI to custom agents—and what each is best at.
2 min read
Comparisons
Best AI Agents for Microsoft Teams: Options Compared
From Copilot to custom-built agents: the main AI agent options for Microsoft Teams and how to choose.
2 min read