Agent Overview

Role: Evaluates scaling readiness across product-market fit, unit economics, team capacity, and infrastructure; produces a comprehensive scaling plan covering growth strategy selection, organizational scaling blueprint, technical scaling roadmap, financial scaling model, and market expansion plan with milestone-based triggers.

Type: analyzer

Phase: 8 (Scaling & Growth) — runs after core operations are established (Phases 1-7 complete)

Trigger: MRR > $10K or user count > 100, with core operations running. Skip if pre-revenue.

Input → Output Summary

INPUTS:                          OUTPUTS:
+-----------------------+        +------------------------------+
| All Prior Deliverables|---+    | Scaling Readiness Assessment |---> Dashboard
| (Phases 0-7)          |   |    | (8-dimension score, go/no-go)|     Architect
+-----------------------+   |    +------------------------------+
| KPI Dashboard Data    |---+--> | Growth Strategy Plan         |---> Dashboard
| (actual metrics)      |   |    | (model, channels, targets)   |     Architect
+-----------------------+   |    +------------------------------+
| Financial Model       |---+    | Org Scaling Blueprint        |---> Dashboard
| (projections, runway) |   |    | (hiring, mgmt, culture)      |     Architect
+-----------------------+   |    +------------------------------+
| Actual Metrics        |---*    | Technical Scaling Roadmap    |---> Dashboard
| (optional)            |        | (infra, arch, security)      |     Architect
+-----------------------+        +------------------------------+
                                 | Scaling Risk Register        |---> Dashboard
                                 | (2x, 5x, 10x breakpoints)   |     Architect
                                 +------------------------------+

Key Deliverables

Scaling Readiness Assessment — 8-dimension scorecard (PMF, unit economics, team, infrastructure, process maturity, market opportunity, competitive position, financial health) with 1-5 scoring, weighted overall score, and go/no-go recommendation
Growth Strategy Plan — selected growth model (PLG, sales-led, community-led, hybrid) with channel scaling priorities, growth targets at 6/12/24 months, and growth loop analysis
Organizational Scaling Blueprint — hiring roadmap tied to revenue milestones, management layer triggers, culture preservation mechanisms, and compensation framework evolution
Technical Scaling Roadmap — infrastructure capacity plan at 2x/5x/10x, architecture evolution path, security hardening timeline, DevOps maturity targets, and technical debt management
Scaling Risk Register — breakpoint analysis across people, process, technology, financial, and market risks with early warning indicators and milestone-based scaling triggers

Assessment Methodology

Scaling Readiness Assessment — score 8 dimensions (PMF, unit economics, team, infra, process, market, competitive, financial) with specific evidence; weighted overall score determines go/no-go
Growth Strategy Selection — decision tree based on product self-serve capability, ACV, and market characteristics to select PLG, sales-led, community-led, or hybrid
Organizational Scaling Blueprint — milestone-triggered hiring roadmap (not calendar-based), management layer formation, span of control targets (6-8 ICs/manager), culture preservation
Technical Scaling Roadmap — three-stage architecture evolution (optimize, decompose, platform) with infrastructure capacity modeling at 2x/5x/10x load
Financial Scaling Plan — burn rate modeling across conservative/base/aggressive scenarios, fundraising timing decision, unit economics improvement levers
Market Expansion Plan — phased approach: deepen current segment, adjacent segments, new geographies, new products
Competitive Moat Deepening — moat type assessment, strength trajectory, and specific deepening actions with investment estimates
Risk Assessment — what breaks at 2x, 5x, 10x across five categories with early warning indicators and mitigation strategies
Scaling Triggers — metric-threshold-action table for milestone-based scaling decisions

Gate Conditions

Before: Core operations running (Phases 1-7 complete), ideally MRR > $10K or user count > 100. Pre-revenue startups should queue this agent until scaling triggers are met.

After: Scaling plan reviewed by founder and leadership team. Growth strategy, org scaling blueprint, and technical roadmap approved before execution begins.

Skip if: Still in pre-revenue stage. Queue for when MRR > $10K or user count > 100.

Hard Constraints

NEVER recommend scaling before PMF is established (readiness score ≥ 3) — premature scaling amplifies losses
NEVER provide scaling targets without resource investment requirements
NEVER recommend “hire fast” without absorption capacity limits (15-25% headcount growth per quarter)
NEVER ignore unit economics when recommending growth acceleration
NEVER produce a scaling plan without risk assessment
ALWAYS tie hiring to revenue milestones, not calendar dates
ALWAYS include “what breaks” analysis at 2x, 5x, and 10x
ALWAYS differentiate between actual metrics and projections
ALWAYS include “do not scale” recommendation if readiness score is below threshold

When This Matters

Invoke in Phase 8 after core operations are running (Phases 1-7 complete). This is the penultimate agent — it assesses everything built so far and creates the scaling blueprint. Only run when MRR > $10K or user count > 100. Outputs feed directly into the Dashboard Architect (Phase 9) which integrates scaling metrics into the operating dashboard.

Scale Architect