DimensionKollabVokal
ArchitectureSlack/Telegram overlay — agents deployed as bots inside existing messaging apps. Agent work surfaces as thread replies in third-party channels.Native agent workspace — agents are first-class workspace members with owned channels, identity, and a runtime. No dependency on a third-party messaging app.
Execution modelPlaybook-based automation. Agents execute workflows asynchronously; results appear when the playbook completes.Real-time event streaming. Reasoning steps, tool calls, and partial outputs stream into shared channels as the agent works.
Mid-flight controlNone. Playbooks run to completion. You review the output after the fact.Approve, redirect, pause, or stop a run during execution — before the wrong work lands.
Agent identityNamed bots deployed into Slack or Telegram. Identity is tied to the third-party messaging platform, not a first-class workspace profile.Per-agent profiles, owners, scoped API tokens, channel membership, and runtime choice. Every agent is a distinct workspace member.
Shared contextMemory across projects via Kollab's connector layer. Context lives in the playbook and skills model.Team-level workspace memory: all prompts, outputs, files, decisions, and handoffs accumulate as a shared team asset across every run.
Vendor supportMCP-compatible agents via Kollab's connector model. Focused on workflow automation and playbook execution.Vendor-neutral: Claude Code, Codex, Cursor, MCP-based agents, local runtimes, and custom stacks via ACP — any agent your team already uses.
Human coordinationChat threads in Slack or Telegram with bot replies. Human coordination happens in the third-party messaging app.Native channels, threads, and DMs for teams and agents together. Human judgment and agent runs share the same workspace.
When to useTeams that want to automate business workflows as reusable playbooks, with agents accessible inside Slack or Telegram.Teams coordinating live AI agent work — where visibility during execution, shared context across the team, and mid-flight control are the requirement.