JUGNU Services

AI-Assisted Code Safety Assessment

Evidence-based assessment of AI-assisted software changes. JUGNU examines defined engineering scope, challenges observations, and produces structured evidence for technical decision-making.
AVAILABLECommercial service

Evidence Before PASS

JUGNU does not treat an AI-generated claim, a passing test, or a tool result as proof by itself. The assessment connects observations to evidence, verification, challenge, classification, and actionable recommendations.

Assessment capability

What the assessment examines

The exact assessment scope is agreed before execution. Typical work focuses on the behavior and evidence of AI-assisted software changes.

01

Scope

Assess a defined repository, branch, commit, or change set against an agreed assessment scope.

02

Evidence

Capture relevant source, test, static-analysis, runtime, and configuration evidence where available.

03

Verification

Challenge observations rather than treating tool output or AI-generated claims as proof.

04

Findings

Classify material observations with evidence, verification status, confidence, limitations, and recommendations.

05

Reproducibility

Preserve the evidence needed to understand how an assessment conclusion was reached.

06

Decision support

Deliver a structured report that helps engineering teams decide what should be fixed, investigated, or accepted.

Engagement model

A bounded assessment workflow

01

Define

Agree repository, revision, scope, questions, and acceptance criteria.

02

Assess

Inspect implementation, tests, controls, dependencies, and relevant evidence.

03

Verify

Challenge material observations through available static and runtime evidence.

04

Report

Deliver findings, evidence, verification status, limitations, and recommendations.

Start a commercial assessment

Have an AI-assisted change that needs evidence?

Start with a bounded scope. JUGNU will define the assessment questions, evidence requirements, delivery format, and commercial terms before execution.

Request Assessment