War Room: 4 Agents Brainstorm the Next Product — Top 3 Ideas in 45 Minutes

The Problem

Founding team brainstorms are expensive. Not because the ideas are bad — because the process is inefficient.

Four people in a room for half a day. Someone dominates. Someone stays quiet. The loudest idea wins, not the best one. Nobody does real-time research. "I think the market is big" isn't market sizing — it's hope.

And the output? A whiteboard photo that nobody transcribes, a vague consensus, and "let's think about it more."

At Artificial-Lab, we needed to decide what to build next. Our agent studio had seven AI agents handling product development — but what should the next product be? I didn't want another four-hour brainstorm that ended with "we'll circle back."

I wanted structured output. Researched ideas. Ranked decisions. In under an hour.

The Solution

Mr.Chief's War Room skill: a multi-agent deliberation framework where specialized agents take on defined roles, debate a question from different angles, and produce a structured output document.

Four agents. One question. Forty-five minutes.

The Process

Triggering a war room is one command:

mrchief war-room start \
  --question "What should Artificial-Lab build next?" \
  --agents bill,pauly,vivi,warren \
  --format product-ideation \
  --time-limit 45m

The agent roles:

# war-room config
agents:
  bill:
    role: "Ideation Lead"
    mandate: "Generate 10 raw product ideas with rough market sizing.
             Prioritize novelty and market timing. Be bold."
  pauly:
    role: "Research Analyst"
    mandate: "For each idea, assess: market size, existing competition,
             technical feasibility, time to MVP. Kill ideas that fail
             basic feasibility checks."
  warren:
    role: "Financial Analyst"
    mandate: "For surviving ideas, estimate: development cost, revenue
             model viability, path to $1M ARR, capital requirements."
  vivi:
    role: "Coordinator & Synthesizer"
    mandate: "Structure the debate. Force trade-off discussions. Prevent
             groupthink. Synthesize final ranking with reasoning."

phases:
  1_generate:
    lead: bill
    duration: 10m
    output: "10 ideas with one-paragraph pitch + rough TAM"
  2_filter:
    lead: pauly
    duration: 12m
    output: "5 surviving ideas with research backing"
  3_model:
    lead: warren
    duration: 10m
    output: "Financial viability assessment per idea"
  4_debate:
    lead: vivi
    duration: 8m
    output: "Trade-off matrix, dissenting views captured"
  5_rank:
    lead: vivi
    duration: 5m
    output: "Top 3 ranked by opportunity score, go/no-go per idea"

Phase 1 — Bill generated 10 ideas, ranging from "AI-powered compliance checker for crypto projects" to "Agent-as-a-Service marketplace." Each had a one-paragraph pitch and rough TAM.

Phase 2 — Pauly killed five. "Agent marketplace: 4 competitors already funded, $200M+ raised collectively. We'd be entering a red ocean." Gone. "Compliance checker: regulatory landscape too fragmented, different rules per jurisdiction." Gone. Five survived.

Phase 3 — Warren modeled the five survivors. Revenue model, estimated dev cost, path to $1M ARR.

Phase 4 — Vivi forced the hard questions. "Bill, you're advocating for the marketplace even after Pauly killed it. Defend or concede." "Warren, your revenue model for idea #3 assumes 40% conversion. Justify that."

Phase 5 — Final ranking.

The Results

The top 3 ideas, ranked by composite opportunity score:

### Final Ranking

1. **AI Agent Monitoring & Observability Platform** (Score: 87/100)
   - TAM: $2.4B (subset of APM market)
   - Competition: Low (no agent-specific tooling exists)
   - Time to MVP: 6 weeks
   - Path to $1M ARR: 18 months
   - Verdict: ✅ GO — unique positioning, market timing is now

2. **Vertical AI Agent Templates for Accounting Firms** (Score: 74/100)
   - TAM: $800M (US accounting automation)
   - Competition: Medium (generic automation exists)
   - Time to MVP: 8 weeks
   - Path to $1M ARR: 12 months (high ACV)
   - Verdict: ✅ GO — clear buyer, clear pain, willingness to pay

3. **Open-Source Agent Benchmark Suite** (Score: 68/100)
   - TAM: Indirect (lead gen + brand)
   - Competition: Low
   - Time to MVP: 4 weeks
   - Verdict: ⚠️ CONDITIONAL — low direct revenue but high
     strategic value for brand positioning

We went with #1. The war room didn't just generate ideas — it made the decision defensible.

Try It Yourself

mrchief war-room start --question "Your strategic question here"

Define your agents, their mandates, and the phase structure. The War Room skill handles the orchestration — agents run in parallel where possible, serialize where dependencies exist.

Best for: product ideation, market entry decisions, technology choices, pricing strategy debates. Worst for: questions with obvious answers (don't waste four agents on a Google search).

Four agents arguing for 45 minutes beats four founders agreeing for four hours.