Signal Scoring Methodology

How EarlyStage Cyber calculates investment signals for early-stage cybersecurity companies.

Framework Overview

Our signal scoring framework evaluates early-stage cybersecurity companies across five weighted dimensions, producing a composite score from 0 to 100. Scores are categorized into signal tiers: Strong Buy (90-100), Buy (80-89), Hold (70-79), Neutral (60-69), and Sell (below 60). The framework is designed specifically for early-stage cybersecurity companies and incorporates sector-specific factors that generic startup evaluation frameworks miss.

Signal scores are updated weekly based on new data from our proprietary collection methods, competitive benchmarking, and market intelligence. Quarterly reviews include deeper assessments of founder quality and competitive positioning that require more intensive evaluation.

Five Scoring Dimensions

1. Growth Velocity (Weight: 25%)

Measures year-over-year revenue growth, customer acquisition rate, and expansion metrics. For seed-stage companies, we also consider leading indicators like pipeline velocity and proof-of-concept conversion rates. Growth above 300% YoY scores in the top decile. We cross-reference growth claims with independent data sources including funding databases and benchmarking platforms.

2. Technical Differentiation (Weight: 25%)

Evaluates the depth and defensibility of the company's technical approach. Our technical assessment team conducts hands-on product evaluations, architecture reviews, and competitive benchmarking. Key metrics include detection rates (TPR/FPR), response times (MTTR), and architectural novelty. Products built on genuinely novel approaches (e.g., AI-native versus AI-augmented) score higher than incremental improvements on existing paradigms.

3. Founder Quality (Weight: 20%)

Assesses the founding team's domain expertise, technical depth, and execution track record. In cybersecurity, founder backgrounds in elite intelligence units, major security vendors, or significant open-source contributions correlate with higher success rates. We evaluate through direct assessment, conference speaking records, published research, and references from industry contacts. Accelerator programs that have vetted the same founders provide additional data points.

4. Capital Efficiency (Weight: 15%)

Measures output (revenue, customers, product milestones) relative to capital deployed. Companies that achieve significant traction on smaller funding rounds score higher than those requiring large rounds to reach comparable milestones. Revenue multiples on invested capital, burn rates, and runway projections are key inputs. Funding databases provide comparative data for peer benchmarking.

5. Market Timing (Weight: 15%)

Evaluates whether the company is entering its market at the right moment. Companies addressing newly emerging threat vectors (e.g., AI-native attacks, LLM security, supply chain integrity) score higher than those competing in mature categories. We assess regulatory tailwinds, buyer budget allocation trends, and competitive density. Market timing is particularly important for early-stage companies that need category momentum to support rapid growth.

Signal Tier Definitions

90-100

Strong Buy

Top-decile performance across all five dimensions. Exceptional conviction.

80-89

Buy

Strong performance across most dimensions. Positive risk-adjusted outlook.

70-79

Hold

Solid fundamentals with identified risks. Worth monitoring but not actionable.

60-69

Neutral

Mixed signals. Significant risks offset potential upside.

<60

Sell

Deteriorating metrics or competitive position. Risk outweighs return potential.

Data Sources

Our intelligence is built on multiple data sources to ensure signal accuracy and minimize single-source bias:

  • Proprietary data collection from company disclosures and industry contacts.
  • Independent benchmarking platforms that evaluate cybersecurity product performance.
  • Funding databases that track deal flow, valuations, and investor activity.
  • Accelerator and incubator programs that provide early-stage company assessments.
  • Technical hands-on evaluations conducted by our security practitioner team.

Limitations & Disclaimers

Signal scores reflect our current best assessment based on available data. Early-stage companies operate with limited data availability, and signal scores may change materially as new information emerges. Our framework has been validated over two years of coverage but has not been tested across a full market cycle. Signal scores do not constitute investment advice. Past signal accuracy does not guarantee future performance. Not investment advice.

Methodology last updated: May 10, 2026

See the Methodology in Action

10 companies scored across all 5 dimensions.

View 2026 Rankings