How to pick the right AI agent from the Slack App Marketplace
The Slack marketplace now has dozens of 'AI' apps. Most are wrappers around ChatGPT. A few actually connect to your accounts and do work. Here's how to tell them apart.
Search for 'AI' in the Slack App Marketplace and you'll find dozens of results. They all promise to save time and automate work. But the implementations range from 'ChatGPT with a Slack interface' to 'fully connected AI that can manage your ad campaigns.' The evaluation criteria matter.
The three categories of AI apps in Slack
Category 1: AI chat interfaces
These are chat clients for GPT or Claude that live in Slack. You can ask them questions, have them write content, explain concepts. They're useful for general knowledge work, but they don't know anything about your specific business unless you tell them.
- →Can't access your Meta Ads, Stripe, or HubSpot
- →Don't have memory of your business context
- →Great for writing and reasoning tasks
- →Not useful for ops work that requires live data
Category 2: Workflow automation bots
These connect Slack to other apps and can trigger actions. They're closer to Zapier than AI. Useful for routing, notifications, and fixed workflows. Not useful for analysis or answering questions from live data.
Category 3: Connected AI operators
These apps have OAuth connections to your actual accounts, query live data, reason about what it means, and can take action with your approval. This is the category that changes how your team works.
Questions to ask any AI Slack app before installing
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- →Can it connect to Meta Ads / Google Ads / Stripe / HubSpot? (if not, it's category 1 or 2)
- →Does it answer questions from live data or from context I provide?
- →Can it take action on my accounts — pause campaigns, update records?
- →Does it require approval before taking action?
- →What data does it store? Does it train on my data?
- →What OAuth scopes does it request?
The right question isn't 'is this AI?' It's 'will this AI reduce the time I spend pulling data and writing reports?' Ask for a specific demo on your actual accounts before committing.
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Brian MacDonald
Brian MacDonald is the founder of Merit, the AI coworker for marketing teams. Previously ran SetupClaw.tech, an AI deployment service for SMBs. Read more about Brian and the mission.
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