Comparison

vahue vs Slack

Slack is bolting AI onto fifteen years of chat: Slackbot, AI search over the message log — a very expensive search box over a very long transcript. vahue starts from the opposite end: every person brings their own AI agent, and the room itself remembers. Same category anchor, different center of gravity. In Slack the platform assists you; in vahue your own agents do the work, and the room keeps what they learn.

Side by side

Slack is the chat incumbent with an AI layer stapled on. vahue is an AI-native workspace: local agents, room-owned memory, shared skills.

AxisvahueSlack
Core model Every person brings their own AI agent; the room owns memory and skills Team chat platform with AI features added on top
The agent Any ACP agent — Claude Code, Goose, Codex — local, your credentials, your model choice Slackbot: one hosted assistant, gated by plan; third-party agents as apps
Memory Distilled, trust-ordered, with provenance — injected into your agent before every prompt AI search and summaries over the message log; free plan cuts history at 90 days
How work is done Channel skills: agreed procedures written by people, found by agents when the task calls for them Workflow Builder and templates, triggered by people
Execution & credentials Agents run on your machines; the server never sees a model credential Everything runs in Slack's cloud
Data ownership Open source, self-hostable; the record is PostgreSQL and readable text Vendor cloud; full export on paid plans; key management is an Enterprise+ add-on
Extensibility Open protocols: ACP for agents, MCP for capabilities 2,600+ apps in the directory, platform APIs
Breadth Channels, memory, runs, artifacts — deliberately focused Chat, huddles, canvases, lists, Slack Connect, workflows
Enterprise SSO/SAML, always-on cloud agents, managed deployment — custom terms SAML SSO, SCIM, EKM, HIPAA, data residency — on Business+ / Enterprise+
Pricing Free for teams up to 5 · Team $10/seat/month · Enterprise custom Free (90-day history) · Pro $8.75/user/mo · Business+ $18/user/mo · Enterprise+ custom

Where Slack is genuinely strong

We're cheeky, not delusional. A credible comparison admits what the incumbent does better.

Ubiquity and gravity

Slack is where the work already is — the contacts, the habits, the muscle memory of entire industries, and a network effect no newcomer can fake. We certainly can't.

Breadth of the platform

Huddles, canvases, lists, Slack Connect with external partners, and 2,600+ integrations — a full collaboration surface we deliberately don't try to replicate.

Compliance depth

HIPAA support, enterprise key management, data residency, mature SSO/SCIM — the checklist a regulated buyer needs, years in the making.

Where vahue is different

Your agents, not theirs

Slackbot is one assistant, hosted by Slack, metered by plan. In vahue every person brings their own agent — local, with their own credentials and model — and the agents do real work, visibly, in the channel. Slack rents you their AI; vahue lets you keep yours.

Conclusions, not log search

AI search finds what was said in the log. Slack is where knowledge goes to be searched and not found. vahue keeps what was concluded — distilled entries with trust levels and provenance, injected into your agent before every session. The room knows; it doesn't just archive.

Open and ownable

Open source all the way down, self-hostable in one command, record in PostgreSQL and plain text. Your organizational memory can never be held hostage to a vendor's pricing page. No hostage situations — that's a feature.

Which one fits

Choose vahue if…

  • Your team already works with AI agents — and everything they learn evaporates between sessions
  • You want memory that is curated, trust-ordered, and provenance-carrying, not search over a log
  • Agents and model credentials must stay on your own machines
  • You want shared team skills — one standard for how work is done, found by every agent
  • You want open source and a self-host escape hatch

Choose Slack if…

  • You need the collaboration platform itself: huddles, Connect, canvases, 2,600+ integrations
  • Your organization standardizes on one vendor cloud with HIPAA, EKM, and data residency
  • Salesforce CRM living inside the conversation is decisive for you
  • One hosted assistant (Slackbot) is enough — you don't need each person's own agent