platform-maturity-benchmark

Scores platform engineering maturity on the CNCF 4x5 model against industry percentile distributions.

Updated Jul 16, 2026
One-click install
npx skills add https://github.com/Cloud-Byte-Consulting/plugins --skill platform-maturity-benchmark-cloud-byte-consulting
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: platform-maturity-benchmark
Source: https://github.com/Cloud-Byte-Consulting/plugins/tree/main/adp-enablement/skills/platform-maturity-benchmark
Command: npx skills add https://github.com/Cloud-Byte-Consulting/plugins --skill platform-maturity-benchmark-cloud-byte-consulting

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Answering "how good is our platform?" is usually subjective and anecdotal. This Skill turns that question into a scored, percentile-positioned diagnosis by evaluating an organization on the CNCF Platform Engineering Maturity Model's four-stage, five-aspect grid and comparing each score against a source-versioned industry distribution. ## Core Features & Use Cases - CNCF 4x5 Scoring: Scores Investment, Adoption, Interfaces, Operations, and Measurement independently across Provisional, Operational, Scalable, and Optimizing stages, with evidence citations per aspect. - Industry Percentile Benchmarking: Positions each aspect score against a versioned State of Platform Engineering report distribution, showing who is behind and ahead of the organization. - Structural Diagnostics & Triangulation: Detects portal-trap architectures, maps the 3-tier platform model, cross-checks DOMM, Golden Path, and Cloud Native maturity axes, and applies a self-report discount when Measurement lags other aspects. - Use Case: A platform team preparing an IDP investment proposal uses this Skill to score their estate, discover Measurement sits at Provisional while Interfaces is Scalable, and receive a sequenced gap register routing remediation to the right enablement skills. ## Quick Start Use the platform-maturity-benchmark skill to assess our platform engineering maturity and produce a scored gap register with industry percentile comparisons.

Frequently Asked Questions about platform-maturity-benchmark

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I assess platform engineering maturity with the CNCF model?

Interview stakeholders across the five aspects (Investment, Adoption, Interfaces, Operations, Measurement), collect artifacts rather than self-reports, then score each aspect independently on the Provisional-to-Optimizing scale. Record evidence citations and never average aspects into a single number.

How do I benchmark platform maturity against industry percentiles?

Retrieve the latest State of Platform Engineering report, record its volume, date, sample, and filters, then compute each aspect's percentile as the cumulative share of organizations at lower stages. Never mix percentages across report volumes or present historical tables as current.

What is the difference between CNCF maturity and DOMM scoring?

The CNCF model scores five aspects across four stages, while DOMM uses five levels from Initial to Optimized. They map roughly (Provisional to levels 1-2, Optimizing to 5), and a two-level divergence between readings signals inconsistent evidence worth investigating.

When is an organization ready to build an IDP or developer portal?

IDPs typically become effective at the Scale stage of Cloud Native maturity. Organizations at Build or Operate stages, or with no golden paths, should receive a foundations-first roadmap rather than a platform buildout recommendation.

Why should platform maturity aspects not be averaged into one score?

Organizations are almost never at one stage across all aspects, so averaging hides the specific gaps a roadmap must address. Aspect scores travel loosely together, and a lone high score amid low neighbors usually indicates a scoring error rather than genuine strength.

What are the limitations of self-reported platform maturity scores?

Self-reported maturity runs ahead of reality; surveys flag contradictions like high Operations scores alongside absent Measurement. If Measurement lands two stages below another aspect, treat that aspect's self-report as unverified and demand stronger evidence.