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Hacker News
6/10

Roster

A Slack-native shared AI workspace where every employee of a 5-30 person agency or brokerage gets a personal assistant trained on their tasks and clients, while the team shares skills, files, and project memory in channels — no developer or CLI required to set up.

Target user

owners of small non-technical service businesses (marketing agencies, real estate brokerages, consulting shops)

Features
  • Per-employee AI with private memory that follows each staff member across Slack and the web
  • Shared team skills and channels so one person's triage playbook (inbox, lead replies, follow-ups) can be granted to teammates
  • Pre-built admin presets for common small-business jobs: lead triage, invoice chasing, proposal drafting, client recaps
  • One-click onboarding that scans existing Slack, Drive and email to bootstrap each employee's working memory
Why now

The qm trend on Hacker News confirms multiplayer AI agents are a hot category, but QM itself targets developer-led startups; the much larger underserved audience is the millions of non-coding small businesses who want the same per-person-plus-shared AI setup without writing config or hiring an engineer.

Signals · overall 6/10
Demand
7/10

Multiple converging signals: Slack AI launch priced at $10/user/mo signals Slack-incubated demand; SMB AI agent adoption hit an 'inflection point' with agents at $20/mo (Digital Applied Feb 2026); QM multiplayer-agent HN trend (465+ points) validates the per-person-plus-shared pattern this idea copies for non-developers.What Is Slack's AI Agent Pricing and Is It Worth the Investment?Small Business AI Agent Adoption Reaches Inflection Point as Costs Drop to $20/Month

Whitespace
5/10

Crowded: topai.tools lists 29 Slack AI alternatives and Slack itself ships native AI (summaries, search, notes). The specific no-code / non-technical / per-employee-trained niche is underserved by QM (open-source, dev-focused) and Slack AI (generic, no per-person client memory), but the broader category is not wide-open.Top Slack AI Alternatives in 2026YC QM Open-Source Multi-Agent Harness 2026

Monetization
6/10

Proven per-seat WTP at $10/user (Slack AI) and $20/agent/mo for SMB AI; a 5-30 person agency at $15-25/seat implies $900-$9k ARR per customer, and the 'every employee gets a personal assistant' framing supports land-and-expand.What Is Slack's AI Agent Pricing and Is It Worth the Investment?Small Business AI Agent Adoption Reaches Inflection Point as Costs Drop to $20/Month

Longevity
6/10

Slack-native distribution is sticky and SMBs run on Slack long-term, but Slack itself is actively shipping competing AI features natively (summaries, search, agents), which compresses differentiation over time.Slack AI Features & AI Assistants

Feasibility
5/10

Slack-native app + LLM orchestration is technically tractable but building per-employee custom training, client-scoped memory, and a true zero-CLI onboarding flow for non-technical owners is meaningful product/UX work, not trivial.AI Marketing Agency Pricing (2026 Guide)

qm – Multiplayer agent harness for work · 523 points · 110 commentsHacker News · 2026-08-01 (today)