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Shuffl vs Slack AI

Slack AI answers from Slack history and connected apps. Shuffl adds HR answers from approved policies, private HR hand-offs, and intros, celebrations, pulse and praise.

Checked against their own pages on

Side by side

  • Answers HR questions

    Shuffl
    Yes

    Mello answers in Slack and on the web from knowledge HR approved. More about Answers HR questions

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • Agent in Slack

    Shuffl
    Yes

    Ask Mello in a Slack DM or channel and it answers there. More about Agent in Slack

    Slack AI
    Yes

    Slackbot answers questions right in Slack.[6]

  • Cites the source

    Shuffl
    Yes

    Every answer cites the approved passage, or says nothing covers it. More about Cites the source

    Slack AI
    Yes

    Slackbot answers come with citations.[6]

  • Hands off to HR

    Shuffl
    Yes

    Anything it can’t answer becomes a private request HR replies to. More about Hands off to HR

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • MCP server

    Shuffl
    Yes

    An MCP server, plus a public API, for your own agent. More about MCP server

    Slack AI
    Yes

    The Slack MCP server.[3]

  • Coworker introductions

    Shuffl
    Yes

    Connections introduces small groups from a channel on a schedule. More about Coworker introductions

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • New-hire onboarding

    Shuffl
    Yes

    A buddy, an introduction and check-ins, timed from the start date. More about New-hire onboarding

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • Birthdays and anniversaries

    Shuffl
    Yes

    Birthdays and work anniversaries posted in Slack. More about Birthdays and anniversaries

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • Pulse surveys

    Shuffl
    Yes

    One-tap questions in Slack; HR sees totals for groups of 7 or more. More about Pulse surveys

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • Peer praise

    Shuffl
    Yes

    Coworkers send praise and award badges for shared moments. More about Peer praise

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • Directory and org chart

    Shuffl
    Yes

    Profiles, teams and an org chart for everyone. More about Directory and org chart

    Slack AI
    Yes

    Slack Atlas, an employee directory.[1]

  • Syncs people from your HRIS

    Shuffl
    Yes

    Syncs people from Workday, BambooHR, HiBob, Rippling, Personio, Deel, JumpCloud and Google. More about Syncs people from your HRIS

    Slack AI
    Not found on Slack AI’s pages

    Not found on their pages

  • Syncs your knowledge sources

    Shuffl
    Yes

    Syncs Google Drive, Notion, Confluence, SharePoint, Box, Dropbox and Guru. More about Syncs your knowledge sources

    Slack AI
    Yes

    Enterprise search over Google Drive and more.[2]

  • Single sign-on

    Shuffl
    Yes

    SAML or OIDC sign-in with JumpCloud, Okta, Entra ID, Google and others. More about Single sign-on

    Slack AI
    Yes

    SAML single sign-on on Business+ and Enterprise.[7]

  • SCIM provisioning

    Shuffl
    Yes

    SCIM 2.0 provisioning from Okta, Entra ID, OneLogin, JumpCloud and others. More about SCIM provisioning

    Slack AI
    Yes

    SCIM provisioning on Business+ and Enterprise.[5]

Which to choose

Choose Slack AI when

  • You want AI summaries and search over your Slack history.

Choose Shuffl when

  • You want HR answers from approved policies, a private hand-off to HR, and culture programs.

Pricing

Slack AI
Slack’s pricing page lists Pro at $7.25 USD and Business+ at $15 USD per user a month, paid annually; ongoing Slackbot access is on Business+ and Enterprise+.[4]
Shuffl
Shuffl is free for every team at any company size: introductions, onboarding, celebrations, Pulse and Mello, the HR assistant, with no seat limit. Questions and answers are not metered.See pricing

Sources, read September 26, 2026

  1. Slack Atlas (opens in a new tab)https://slack.com/features/atlas · read
  2. Slack enterprise search (opens in a new tab)https://slack.com/help/articles/39044407124755-Set-up-and-manage-Slack-enterprise-search · read
  3. Slack MCP server (opens in a new tab)https://docs.slack.dev/ai/slack-mcp-server/ · read
  4. Slack pricing (opens in a new tab)https://slack.com/pricing · read
  5. Slack SCIM provisioning (opens in a new tab)https://slack.com/help/articles/212572638-Manage-members-with-SCIM-provisioning · read
  6. Slackbot (opens in a new tab)https://slack.com/features/slackbot · read
  7. Slack SAML SSO (opens in a new tab)https://slack.com/help/articles/203772216-Set-up-SAML-single-sign-on-for-Slack · read

Try Shuffl with your own team.

Every feature included. Questions and answers are not metered.

Start freeSee pricing