Scoring Framework

Seed Investment Scoring Methodology

SeedStage Cyber evaluates seed-stage cybersecurity companies across 6 weighted dimensions. Each dimension is scored 0-100, then combined into a weighted composite score. This page explains each dimension, its weight, inputs, and limitations.

Growth Velocity

25%

Capital Efficiency

20%

Technical Merit

20%

Founder Quality

15%

Market Timing

10%

Investor Quality

10%

Growth Velocity

Weight: 25%

Revenue growth rate, ARR trajectory, customer acquisition velocity, and net revenue retention. We normalize for company age and funding stage to enable fair comparison across the seed cohort. Companies with 200%+ YoY growth score in the 80-100 range; 100-200% scores 60-80; below 100% scores proportionally lower.

Inputs

  • Year-over-year revenue growth rate
  • ARR trajectory and run rate
  • Customer acquisition velocity
  • Net revenue retention (NRR)
  • Growth trend direction (accelerating vs. decelerating)

Capital Efficiency

Weight: 20%

How efficiently the company converts invested capital into revenue and growth. We measure ARR-to-funding ratio, burn multiple, gross margin, and implied payback period. Seed-stage companies that generate $0.40+ in ARR per $1.00 invested score well on this dimension.

Inputs

  • ARR / total funding ratio
  • Burn multiple (net burn / net new ARR)
  • Gross margin percentage
  • Implied payback period
  • Monthly cash burn rate relative to ARR

Technical Merit

Weight: 20%

Product differentiation, technical moat, detection efficacy, and architecture quality. We assess whether the technology represents a genuine advancement or an incremental improvement over existing solutions. AI-native architectures that demonstrate measurable performance advantages score highest.

Inputs

  • Detection rate (where measurable)
  • Mean time to response / remediation
  • Architecture differentiation from incumbents
  • Technical moat durability
  • Product breadth and depth assessment

Founder Quality

Weight: 15%

Founding team domain expertise, track record, technical depth, and relevant network. We evaluate whether the founders have the specific expertise required to build in their chosen category. Prior cybersecurity research, military/intelligence backgrounds, and security engineering experience are weighted heavily.

Inputs

  • Domain expertise in target category
  • Prior founding or executive experience
  • Technical research credentials (Black Hat, DEF CON, publications)
  • Intelligence / military security background
  • Relevant professional network strength

Market Timing

Weight: 10%

Whether the company is building for a market that is ready for the solution now or will be within 12-18 months. We assess regulatory tailwinds, attack surface expansion, buyer readiness, and category maturity. Companies building for imminent market needs score higher than those building for speculative future markets.

Inputs

  • Regulatory tailwinds (mandates, compliance requirements)
  • Attack surface expansion rate in target category
  • Enterprise buyer readiness and budget allocation
  • Incumbent solution gap analysis
  • Category maturity and competitive density

Investor Quality

Weight: 10%

Quality and relevance of lead investors, follow-on potential, and the signal value of the investor commitment. We weight cybersecurity-specialized VCs and tier-1 generalists with cyber track records. The size of the round relative to the firm's typical check is also a signal.

Inputs

  • Lead investor tier and cybersecurity track record
  • Check size relative to firm's typical range
  • Investor value-add (portfolio synergies, hiring network)
  • Follow-on investment capacity
  • Co-investor quality and syndicate composition

Composite Score Calculation

Composite = (Growth × 0.25) + (Efficiency × 0.20) + (Technical × 0.20) + (Founders × 0.15) + (Timing × 0.10) + (Investors × 0.10)

Each dimension is scored independently on a 0-100 scale. The composite score represents the weighted average. A perfect 100/100 would require top scores across all 6 dimensions — no company in our database has achieved this. The current highest score is 95/100.

Score Interpretation Guide

90-100ExceptionalTop 2% of database. Exceptional across all dimensions.
80-89StrongTop 10%. Strong investment signal with few weaknesses.
70-79SolidAbove average. Clear strengths, some areas for improvement.
60-69AverageMedian range. Mixed signals, situation-dependent.
Below 60Below AverageWeaker overall profile. Significant risks or gaps.

Limitations & Disclosures

Data quality at seed stage: Seed-stage companies are not required to publicly disclose financial metrics. Our data relies on a combination of direct company reporting (voluntary), investor interviews, SEC filings, and estimation models. Metrics carry wider uncertainty bands than later-stage data.

Small sample sizes: With only 47 companies in the database, statistical comparisons should be interpreted cautiously. Individual outliers can significantly influence category averages and percentile rankings.

Growth rate limitations: YoY growth rates for very early companies can be misleading — growing from $100K to $500K is 400% growth but represents a very small revenue base. We attempt to normalize for this by weighting absolute ARR alongside percentage growth, but early-stage growth metrics should always be interpreted in context.

Survivorship bias: Our database includes only companies that have raised identifiable seed rounds and are actively operating. Companies that failed before reaching our tracking threshold are not included, which may bias aggregate statistics upward.

Not investment advice: SeedStage Cyber provides data and analysis for informational purposes only. Our rankings do not constitute investment advice. Investors should conduct independent due diligence and consult qualified financial advisors.