Compliance Scoring on Every Pull Request

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Customer Type: Developer Platform / SDLC Tooling Provider

Primary Framework(s): PCI / NIST / SOC2 + Responsible AI Guidelines

Workflow Type: Code Scan Findings → Control Mapping → PR Gating

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Customer Profile

• Software platform embedding security + compliance into developer workflows
• Needs framework flexibility per project/customer
• Wants compliance validation before deployment, not during audits

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The Challenge

• Scanners produced findings without framework-level control interpretation
• Compliance checks were manual and too late in the lifecycle
• No deterministic way to translate findings into “control violations”
• Needed a scoring model to gate deployments on compliance impact

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How They Used CMAI

• Ran secure coding scans using predefined internal policies
• Sent each scan finding into CMAI with a target framework
• Received mapped controls and violation context
• Published results to developer documentation (wiki/PR summary)
• Used compliance scoring to gate merges/deployments

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Implementation Pattern

Code Scan Findings → CMAI API → Control Mappings + Score → PR Checks + Dev Wiki

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Results Delivered

• ‍Shift-Left Compliance baked into SDLC‍
• Immediate Developer Feedback tied to frameworks‍
• Prevents Non-Compliant Code from reaching production

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Why This Was a Fit

They needed a small, deterministic backend service that translates scan output into framework controls—without adding a new UI.

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Want to map scan findings to PCI/NIST/SOC2 automatically?

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Drop-In Compliance Annotation (Universal Pattern)

CMAI is deployed as a stateless API inside existing pipelines to automatically tag findings, policies, and questionnaires with structured control mappings—without requiring platform migration or centralized data storage.

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