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SAMPLE VALIDATION REPORT

DEMO REPORT — SAMPLE DATA ONLY

A subscription box for indie board games

Deep Report — full 12-dimension SKILL.md VC-Grade Framework v2.0. No external web sources were queried in this run — figures are AI analytical estimates, labeled as such.

Recommendation

Proceed with controlled validation

Raw Opportunity Score

64 / 100

Agent-Adjusted Score

78 / 100

Evidence Quality · Risk

AI framework analysis — no external data sourced in this run

Risk level: Medium

01

Executive Summary

The idea sits on a real, recurring pain — discovery and community around indie board games — and the founder brings credible domain experience. The core uncertainty isn't whether people like board games; it's whether enough of them will pay a recurring fee for curation over simply buying titles directly. Competitive and acquisition questions are currently the largest fixable gaps; unit economics and moat are the dimensions worth the closest scrutiny before committing real budget.

02

12-Dimension Scorecard

64/ 100

Raw Opportunity Score

78/ 100

Agent-Adjusted Score

Market Size71/100
Market Growth78/100
Pain Intensity82/100
Willingness to Pay64/100
Competition55/100
Differentiation60/100
Moat48/100
Founder Fit86/100
Execution Complexity58/100
Customer Acquisition52/100
Unit Economics67/100
Scale / Exit Potential70/100
03

Key Strengths

  • Strong founder–market fit, with existing community and retail experience
  • Clear, recurring pain point rather than a one-time need
  • Recurring-revenue model aligns naturally with the product shape
  • Reasonable expansion paths (events, marketplace, regional curation)
04

Fixable Weaknesses

  • Weak market research
  • Unclear marketing strategy
  • Slow lead generation
  • Poor follow-up cadence
  • Weak financial planning
  • Content production bottleneck
  • Unclear execution roadmap
05

Fatal Risks

  • No real, validated pain (if disproven)
  • No demonstrated willingness to pay
  • Market too small to support the model
  • No meaningful differentiation
  • Legal or compliance exposure too high
  • Structurally poor unit economics
  • Easily replicated by a dominant platform

Listed as categories to monitor — this report did not find evidence that any apply outright.

06

Risk Penalties

Weak moat / defensibility

Curation-as-a-service is replicable; needs a compounding asset (community, data, relationships).

-6 pts

Untested acquisition channel

No channel has been validated yet — this is treated as an open assumption, not a known cost.

-5 pts

Competitive crowding

Several adjacent subscription models already exist; differentiation must be explicit.

-4 pts
07

Agent Opportunity Map

Gap identifiedAgent mappedExpected effect
Unclear marketing strategyGrowth Strategy AgentSequenced channel plan replaces guesswork
Slow lead generation / follow-upLead Agent + Outreach AgentQualified pipeline with consistent cadence
Weak financial planningFinancial AgentWorking cost & pricing model for real decisions
Unclear execution roadmapBusiness Plan AgentSequenced plan with milestones and resourcing
08

Recommended Agent Stack

Validation Agent

Runs the 12-dimension analysis, separates fixable gaps from fatal risk, and produces your Raw and Agent-Adjusted scores.

Business Plan Agent

Turns a validated idea into a structured plan: positioning, model, milestones, and resourcing.

Financial Agent

Builds a working financial model — costs, pricing, runway, and unit-economics scenarios.

Growth Strategy Agent

Maps acquisition channels to your specific customer and stage, with a sequenced growth plan.

View the full agent stack
09

Next 30-Day Action Plan

  1. 1Run 8–10 structured conversations with the exact target customer to pressure-test pain intensity and willingness to pay.
  2. 2Draft a one-page positioning statement that makes the differentiation explicit — then test it in real conversations.
  3. 3Build a minimal cost model to confirm unit economics hold at a realistic price point.
  4. 4Pick one acquisition channel to test deliberately, rather than spreading thin across several.
  5. 5Re-run validation once new evidence is in — the Agent-Adjusted Score should move as fixable gaps close.
10

Sources & Evidence

No external sources were queried in this run. Every market figure in this report is an AI analytical estimate and is labeled as such — we don't dress estimates up as sourced facts. Runs with web search enabled list real, clickable sources here.

11

Audit Log

T+0:00Founder input received and structured into 12-dimension format.
T+0:04Dimension scoring completed across all 12 categories.
T+0:07Weaknesses classified as fixable (agent-addressable) or fatal (structural).
T+0:09Agent-Adjusted Score modeled against the recommended agent stack.
T+0:11Report compiled. External data verification will be enabled in the next backend phase.

Transparency note: this log reflects the actual pipeline that produced this report. No external sources were queried in this run — when search is enabled, cited sources appear in the section above.

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