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How Slack’s scores are calculated

The full audit trail, recomputed from the verdict data at build time through the same code that produced the leaderboard: verdict × quality × story weight per cell, cells sum to dimension scores, dimensions blend into the PA Score. Every number on the product page is reproducible from this page alone; for why the formula looks like this, see the methodology.

verdict factors: full ×1.0 · partial ×0.6 · disputed ×0.3 · none ×0.0 · n/a excluded from both sides · cell points = weight × quality × factor · cell max = weight × 10

PA Score44/100

Agent-ready 64.7 × 0.30 = 19.41

API quality 30.6 × 0.20 = 6.12

Openness 10.8 × 0.20 = 2.16

Built-in AI 70.0 × 0.15 = 10.50

Automation 36.0 × 0.15 = 5.40

(19.41 + 6.12 + 2.16 + 10.50 + 5.40) ÷ (0.30 + 0.20 + 0.20 + 0.15 + 0.15) = 43.59 ÷ 1.00 = 43.6

Scores are stored to 1 decimal; the product page’s pills round to whole numbers for display. Each dimension below shows the stories, verdicts, and cited evidence behind its number.

Agent-ready64.7/100×0.30 of the PA blend

Outside-in: can YOUR agent reach and drive this product — API, MCP, CLI, headless runs, agent docs.

Point an agent at llms.txt or agent-oriented docsweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [probe] https://docs.slack.dev/llms.txt“PROBE llms.txt: HTTP 200 at https://docs.slack.dev/llms.txt # Slack Developer Docs > The official documentation for building on the Slack platform: apps, agents, workflows, and in”
  • [claimed-docs] https://docs.slack.dev/ai/build-with-ai.md“Once connected, your AI assistant can search channels, read messages, and use real conversation context to help you build.”
  • [claimed-docs] https://docs.slack.dev/llms-full-deno.txt“You can create Slack-hosted workflows written in TypeScript using the Deno Slack SDK.”
  • [probe] https://docs.slack.dev/ai/slack-mcp-server/“official MCP server documented at https://docs.slack.dev/ai/slack-mcp-server/”
  • [probe] https://docs.slack.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.slack.dev/openapi.json, https://docs.slack.dev/swagger.json, https://docs.slack.dev/api/openapi.json, https://docs.slack.dev/.well-known/openapi.json)”

Run the product headlessly / in CI for automationweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information from and enacting change in a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/reference/methods/chat.postMessage“Sends a message to a channel.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows - How to start a workflow from outside of Slack.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“When you use the Events API, _Slack_ calls _you_. ... you can either use Socket Mode or you can designate a public HTTP endpoint”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“When you use the Events API, Slack calls you.”
  • [claimed-docs] https://docs.slack.dev/tools/slack-cli/“The Slack command-line interface (CLI) allows you to create and manage Slack apps from the command line.”
  • [claimed-docs] https://docs.slack.dev/tools/node-slack-sdk.md“Send data to or query data from Slack using any of more than 200 methods.”
  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [claimed-docs] https://docs.slack.dev/quickstart.md“This quickstart guide covers how to create a Slack app using the Slack CLI and the Bolt frameworks, in either Python or JavaScript.”

Plug MCP servers into this product so it can use their toolsweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“your integrated apps can search channels, send messages, and perform other Slack actions through MCP clients”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“The Slack MCP server provides tools for searching through Slack, retrieving and sending messages, managing canvases, managing users, uploading files, and working with lists.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“Workspace admins can approve and manage all MCP client integrations, keeping your Slack data safe.”
  • [claimed-docs] https://docs.slack.dev/ai/build-with-ai.md“Once connected, your AI assistant can search channels, read messages, and use real conversation context to help you build.”
  • [claimed-docs] https://slack.com/integrations“Route work through Slackbot. Coordinate work by routing requests to agents and get results delivered right back into your workflow.”

Connect an agent via an official MCP serverweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“your integrated apps can search channels, send messages, and perform other Slack actions through MCP clients”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“The Slack MCP server provides tools for searching through Slack, retrieving and sending messages, managing canvases, managing users, uploading files, and working with lists.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“Send messages — send messages to any type of conversation in Slack.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“Create and read lists — create lists with custom schemas and read their contents.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“Workspace admins can approve and manage all MCP client integrations, keeping your Slack data safe.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“Draft messages — draft, format, and preview messages directly within AI clients.”
  • [probe] https://docs.slack.dev/ai/slack-mcp-server/“official MCP server documented at https://docs.slack.dev/ai/slack-mcp-server/”

Use an official CLIweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://docs.slack.dev/tools/slack-cli/“The Slack command-line interface (CLI) allows you to create and manage Slack apps from the command line.”
  • [claimed-docs] https://docs.slack.dev“Download the command-line tool for developing Slack apps.”
  • [claimed-docs] https://docs.slack.dev“Set up a new Bolt project from a starter template. `slack create`”
  • [claimed-docs] https://docs.slack.dev“slack create”
  • [claimed-docs] https://docs.slack.dev“Set up a new Bolt project from a starter template.”
  • [claimed-docs] https://docs.slack.dev/quickstart.md“This quickstart guide covers how to create a Slack app using the Slack CLI and the Bolt frameworks, in either Python or JavaScript.”
  • [probe] https://docs.slack.dev/tools/slack-cli/“official CLI documented at https://docs.slack.dev/tools/slack-cli/”

Drive the product through a documented public APIweight 3

3 (weight) × 9 (quality) × 1.0 (full) = 27.0 of 30 max

  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information from and enacting change in a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information _from_ and enacting change _in_ a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“your integrated apps can search channels, send messages, and perform other Slack actions through MCP clients”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“The Slack MCP server provides tools for searching through Slack, retrieving and sending messages, managing canvases, managing users, uploading files, and working with lists.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“Workspace admins can approve and manage all MCP client integrations, keeping your Slack data safe.”
  • [claimed-docs] https://docs.slack.dev/tools/slack-cli/“The Slack command-line interface (CLI) allows you to create and manage Slack apps from the command line.”
  • [claimed-docs] https://docs.slack.dev/quickstart.md“This quickstart guide covers how to create a Slack app using the Slack CLI and the Bolt frameworks, in either Python or JavaScript.”
  • [claimed-docs] https://docs.slack.dev/tools/node-slack-sdk.md“Send data to or query data from Slack using any of more than 200 methods.”
  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [probe] https://docs.slack.dev/ai/slack-mcp-server/“official MCP server documented at https://docs.slack.dev/ai/slack-mcp-server/”
  • [probe] https://docs.slack.dev/tools/slack-cli/“official CLI documented at https://docs.slack.dev/tools/slack-cli/”
  • [probe] https://docs.slack.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.slack.dev/openapi.json, https://docs.slack.dev/swagger.json, https://docs.slack.dev/api/openapi.json, https://docs.slack.dev/.well-known/openapi.json)”

Issue scoped/least-privilege API credentials for an agentweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“Workspace admins can approve and manage all MCP client integrations, keeping your Slack data safe.”
  • [claimed-docs] https://docs.slack.dev/tools/developer-sandboxes/“A developer sandbox is an Enterprise org environment (a network of two or more Slack workspace instances) that can be used to build against all Slack features safely and securely”

Build against official SDKsweight 2

2 (weight) × 9 (quality) × 1.0 (full) = 18.0 of 20 max

  • [claimed-docs] https://docs.slack.dev/tools/java-slack-sdk/guides/getting-started-with-bolt“Bolt for Java is a framework on the JVM that offers an abstraction layer to build Slack apps using modern platform features.”
  • [claimed-docs] https://docs.slack.dev/tools/node-slack-sdk.md“Send data to or query data from Slack using any of more than 200 methods.”
  • [claimed-docs] https://docs.slack.dev/llms-full-deno.txt“You can create Slack-hosted workflows written in TypeScript using the Deno Slack SDK.”
  • [claimed-docs] https://docs.slack.dev/tools/slack-cli/“The Slack command-line interface (CLI) allows you to create and manage Slack apps from the command line.”
  • [claimed-docs] https://docs.slack.dev/quickstart.md“This quickstart guide covers how to create a Slack app using the Slack CLI and the Bolt frameworks, in either Python or JavaScript.”
  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information from and enacting change in a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information _from_ and enacting change _in_ a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“The Events API is a streamlined way to build apps and bots that respond to activities in Slack.”
  • [claimed-docs] https://docs.slack.dev/tools/developer-sandboxes/“A developer sandbox is an Enterprise org environment (a network of two or more Slack workspace instances) that can be used to build against all Slack features safely and securely”
  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [claimed-docs] https://docs.slack.dev/block-kit.md“Whether you're composing layouts for modals, messages, or tabs, the Block Kit building experience is the same — your app will be sculpting specially-structured JSON to express itself.”

Subscribe to events via webhooksweight 2

2 (weight) × 8 (quality) × 1.0 (full) = 16.0 of 20 max

  • [claimed-docs] https://docs.slack.dev/apis/events-api/“Subscribe to only the events you want; don't worry about the ones you don't need.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“When you use the Events API, Slack calls you.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“When you use the Events API, _Slack_ calls _you_. ... you can either use Socket Mode or you can designate a public HTTP endpoint”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“The Events API is a streamlined way to build apps and bots that respond to activities in Slack.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“With the Events API, _Slack_ calls _you_.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows - How to start a workflow from outside of Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows”

Agent-ready = 135.8 ÷ 210 × 100 = 64.7

API quality30.6/100×0.20 of the PA blend

The programmable surface once an agent is there — machine-readable spec, interactive docs, sandbox, versioning discipline.

Explore an interactive API reference with runnable examplesweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

  • [claimed-docs] https://docs.slack.dev/reference/methods/chat.postMessage“Sends a message to a channel.”
  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [probe] https://docs.slack.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.slack.dev/openapi.json, https://docs.slack.dev/swagger.json, https://docs.slack.dev/api/openapi.json, https://docs.slack.dev/.well-known/openapi.json)”

Download a machine-readable API spec (OpenAPI or equivalent)weight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [probe] https://docs.slack.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.slack.dev/openapi.json, https://docs.slack.dev/swagger.json, https://docs.slack.dev/api/openapi.json, https://docs.slack.dev/.well-known/openapi.json)”
  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information from and enacting change in a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information _from_ and enacting change _in_ a Slack workspace.”

Test against a sandbox environment without touching production dataweight 1

1 (weight) × 7 (quality) × 1.0 (full) = 7.0 of 10 max

  • [claimed-docs] https://docs.slack.dev/tools/developer-sandboxes/“A developer sandbox is an Enterprise org environment (a network of two or more Slack workspace instances) that can be used to build against all Slack features safely and securely”
  • [claimed-docs] https://docs.slack.dev/tools/developer-sandboxes/“Empower teams to build without putting production at risk”

Rely on versioned APIs with a documented deprecation policyweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [claimed-docs] https://api.slack.com/changelog/deprecations“api.slack.com/changelog/deprecations is a running, dated log of API deprecation announcements with migration windows, e.g. "We'd like to update our previous announcement regarding classic app deprecation. We're pushing the deprecation date for classic apps to November 16, 2026."”
  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information from and enacting change in a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information _from_ and enacting change _in_ a Slack workspace.”

API quality = 21.4 ÷ 70 × 100 = 30.6

Openness10.8/100×0.20 of the PA blend

Can you leave, inspect, or self-host — data export, open source, portability.

Do everything through the API that I can do in the UIweight 2

2 (weight) × 6 (quality) × 0.6 (partial) = 7.2 of 20 max

  • [claimed-docs] https://docs.slack.dev/apis/web-api/“The Slack Web API is an interface for querying information from and enacting change in a Slack workspace.”
  • [claimed-docs] https://docs.slack.dev/tools/node-slack-sdk.md“Send data to or query data from Slack using any of more than 200 methods.”
  • [claimed-docs] https://github.com/slackapi/slack-api-specs“Official slackapi/slack-api-specs repo: "This repository contains API specifications of Slack platform features and APIs... You'll find OpenAPI specs for the Slack Web API and AsyncAPI specs for the Events API" — Web API OpenAPI 2.0 spec at web-api/slack_web_openapi_v2.json "covers user and bot user token usage of public Web API methods".”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“The Slack MCP server provides tools for searching through Slack, retrieving and sending messages, managing canvases, managing users, uploading files, and working with lists.”
  • [claimed-docs] https://docs.slack.dev/reference/methods/chat.postMessage“Sends a message to a channel.”
  • [community] https://news.ycombinator.com/item?id=45283887“Wow, Slack does not allow business customers to export their chats freely. Corporate Export requires legal/compliance justification and Slack's approval before you can export DMs and private channels.”
  • [community] https://news.ycombinator.com/item?id=45283887“Is it even possible to migrate 10 years of message history out of Slack? Users questioned whether such an export was even feasible given Slack's restrictions.”
  • [community] https://news.ycombinator.com/item?id=29154216“I think 'less capable moderation tools' really undersells how purposefully useless and nonexistent Slack's moderation tools are for open communities, compared to Discord which at least has some tooling.”
  • [probe] https://docs.slack.dev/openapi.json“PROBE openapi: all candidate paths 404 (https://docs.slack.dev/openapi.json, https://docs.slack.dev/swagger.json, https://docs.slack.dev/api/openapi.json, https://docs.slack.dev/.well-known/openapi.json)”

Export all of my data in open formats and leaveweight 3

3 (weight) × 4 (quality) × 0.3 (disputed) = 3.6 of 30 max

  • [claimed-docs] https://slack.com/help/articles/201658943-Export-your-workspace-data“Export your workspace data | Slack”
  • [claimed-docs] https://slack.com/intl/en-gb/help/articles/204897248-Guide-to-Slack-import-and-export-tools“Guide to Slack import and export tools | Slack”
  • [claimed-docs] https://slack.com/intl/en-gb/help/articles/204897248-Guide-to-Slack-import-and-export-tools“Guide to Slack import and export tools”
  • [claimed-docs] https://slack.com/help/articles/201658943-Export-your-workspace-data“Export your workspace data”
  • [community] https://news.ycombinator.com/item?id=45283887“Wow, Slack does not allow business customers to export their chats freely. Corporate Export requires legal/compliance justification and Slack's approval before you can export DMs and private channels.”
  • [community] https://news.ycombinator.com/item?id=45283887“Is it even possible to migrate 10 years of message history out of Slack? Users questioned whether such an export was even feasible given Slack's restrictions.”
  • [community] https://news.ycombinator.com/item?id=16539857“Slack decided to close down IRC and XMPP gateways, ending third-party client access via open protocols; the IRC gateway was the only thing that made Slack usable for some users.”

Read the product's source under an open licenseweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Self-host the core productweight 3

3 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 30 max

  • [claimed-docs] https://docs.slack.dev/tools/developer-sandboxes/“A developer sandbox is an Enterprise org environment (a network of two or more Slack workspace instances) that can be used to build against all Slack features safely and securely”
  • [claimed-docs] https://docs.slack.dev/tools/developer-sandboxes/“A developer sandbox is an Enterprise org environment ... that can be used to build against all Slack features safely and securely, without an additional cost.”
  • [community] https://news.ycombinator.com/item?id=45283887“Wow, Slack does not allow business customers to export their chats freely. Corporate Export requires legal/compliance justification and Slack's approval before you can export DMs and private channels.”
  • [community] https://news.ycombinator.com/item?id=45283887“Is it even possible to migrate 10 years of message history out of Slack? Users questioned whether such an export was even feasible given Slack's restrictions.”

Openness = 10.8 ÷ 100 × 100 = 10.8

Built-in AI70.0/100×0.15 of the PA blend

Inside-out: how agentic the product itself is for its users — built-in assistants, autonomous features.

Get AI-generated insights and suggestions from my data inside the productweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://slack.com/features/ai“Today is your new intelligent briefing that signals what needs your attention based on your priorities.”
  • [claimed-docs] https://slack.com/features/ai“Slackbot is your personal AI agent in Slack that understands you and your workspace, helping you prepare for upcoming meetings, analyze reports, and create project briefs.”
  • [claimed-docs] https://slack.com/features/ai“AI in Slack can summarize channels and threads and serve up daily recaps, giving you the information you need to stay organized and in the know.”
  • [claimed-docs] https://slack.com/features/ai“Conversations with coworkers, PDFs, images for your social campaign, decks buried in Google Drive, support tickets, customer records from Salesforce; if it's shared in or integrated into Slack, it's searchable.”
  • [claimed-docs] https://slack.com/features/huddles“AI in Slack keeps you focused on the conversation by taking notes for you. Key takeaways, action items, and who said what are all neatly organized when the huddle ends”
  • [claimed-docs] https://slack.com/features/huddles“AI in Slack keeps you focused on the conversation by taking notes for you. Key takeaways, action items, and who said what are all neatly organized when the huddle ends.”
  • [claimed-docs] https://slack.com/features/ai“if it's shared in or integrated into Slack, it's searchable.”

Set up automations that run autonomously in the backgroundweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Workflow Builder is a no-code way to build workflows, right in Slack. Any user can combine a limited set of steps and triggers to quickly set up an automation.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows - How to start a workflow from outside of Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow - How to add conditional branching that will present users with different options based on their interaction with the workflow.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Workflow Builder is a no-code way to build workflows, right in Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“Subscribe to only the events you want; don't worry about the ones you don't need.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“When you use the Events API, Slack calls you.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“The Events API is a streamlined way to build apps and bots that respond to activities in Slack.”

Delegate tasks to a built-in AI assistant inside the productweight 3

3 (weight) × 7 (quality) × 1.0 (full) = 21.0 of 30 max

  • [claimed-docs] https://slack.com/features/ai“Today is your new intelligent briefing that signals what needs your attention based on your priorities.”
  • [claimed-docs] https://slack.com/features/ai“Slackbot is your personal AI agent in Slack that understands you and your workspace, helping you prepare for upcoming meetings, analyze reports, and create project briefs.”
  • [claimed-docs] https://slack.com/features/ai“AI in Slack can summarize channels and threads and serve up daily recaps, giving you the information you need to stay organized and in the know.”
  • [claimed-docs] https://slack.com“Update deals just by asking Slackbot”
  • [claimed-docs] https://slack.com“Slackbot can now dig deep on open-ended questions, not just quick ones.”
  • [claimed-docs] https://slack.com“Slackbot just got a full-screen workspace built for deeper work.”
  • [claimed-docs] https://slack.com/integrations“Route work through Slackbot. Coordinate work by routing requests to agents and get results delivered right back into your workflow.”

Operate the product with natural-language commandsweight 2

2 (weight) × 7 (quality) × 1.0 (full) = 14.0 of 20 max

  • [claimed-docs] https://slack.com/features/ai“Today is your new intelligent briefing that signals what needs your attention based on your priorities.”
  • [claimed-docs] https://slack.com/features/ai“Slackbot is your personal AI agent in Slack that understands you and your workspace, helping you prepare for upcoming meetings, analyze reports, and create project briefs.”
  • [claimed-docs] https://slack.com/features/ai“AI in Slack can summarize channels and threads and serve up daily recaps, giving you the information you need to stay organized and in the know.”
  • [claimed-docs] https://slack.com“Update deals just by asking Slackbot”
  • [claimed-docs] https://slack.com“Slackbot can now dig deep on open-ended questions, not just quick ones.”
  • [claimed-docs] https://slack.com“Slackbot just got a full-screen workspace built for deeper work.”
  • [claimed-docs] https://slack.com“AI agents can now read, write, and manage your Slack Lists directly.”
  • [claimed-docs] https://docs.slack.dev/ai/build-with-ai.md“Once connected, your AI assistant can search channels, read messages, and use real conversation context to help you build.”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“your integrated apps can search channels, send messages, and perform other Slack actions through MCP clients”
  • [claimed-docs] https://docs.slack.dev/ai/slack-mcp-server/“The Slack MCP server provides tools for searching through Slack, retrieving and sending messages, managing canvases, managing users, uploading files, and working with lists.”

Built-in AI = 63.0 ÷ 90 × 100 = 70.0

Automation36.0/100×0.15 of the PA blend

Depth of automation primitives — rules, scheduling, bulk operations, webhooks.

Perform bulk operations across many items at onceweight 2

2 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 20 max

no evidence cited — the verdict rests on absence of evidence, re-checked on refresh

Define rules that trigger actions automatically on eventsweight 3

3 (weight) × 8 (quality) × 1.0 (full) = 24.0 of 30 max

  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Workflow Builder is a no-code way to build workflows, right in Slack. Any user can combine a limited set of steps and triggers to quickly set up an automation.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows - How to start a workflow from outside of Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow - How to add conditional branching that will present users with different options based on their interaction with the workflow.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“Subscribe to only the events you want; don't worry about the ones you don't need.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“When you use the Events API, Slack calls you.”
  • [claimed-docs] https://docs.slack.dev/apis/events-api/“The Events API is a streamlined way to build apps and bots that respond to activities in Slack.”

Schedule recurring jobs or workflowsweight 2

2 (weight) × 4 (quality) × 0.6 (partial) = 4.8 of 20 max

  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Workflow Builder is a no-code way to build workflows, right in Slack. Any user can combine a limited set of steps and triggers to quickly set up an automation.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows - How to start a workflow from outside of Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow - How to add conditional branching that will present users with different options based on their interaction with the workflow.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Workflow Builder is a no-code way to build workflows, right in Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow”

Version, review, and roll back my automationsweight 1

1 (weight) × 0 (quality) × 0.0 (none) = 0.0 of 10 max

  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Workflow Builder is a no-code way to build workflows, right in Slack. Any user can combine a limited set of steps and triggers to quickly set up an automation.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows - How to start a workflow from outside of Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow - How to add conditional branching that will present users with different options based on their interaction with the workflow.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Workflow Builder is a no-code way to build workflows, right in Slack.”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Webhook triggers for workflows”
  • [claimed-docs] https://docs.slack.dev/workflows/workflow-builder/“Add a branch to a workflow”

Automation = 28.8 ÷ 80 × 100 = 36.0