Engineering Intelligence Platform · Go & Java/JVM

Know what your code
actually does.

Vokt builds a verified behavioral model of your codebase — blast radius, risk scores, guard conditions, and architectural drift — from compiled code. Deterministic. No LLM.

# What changed between commits?
$ vokt diff --base main --head feature/refund-flow
CRITICAL Guard removed: ValidateAmount in ProcessRefund
CRITICAL Contract break: 14 downstream callers affected
WARNING New mutation: direct DB write in RefundHandler
INFO Error path added: timeout handling in NotifyUser

AI writes code without understanding behavior. Your diff tool shows lines changed, not contracts broken. Your SAST tool finds vulnerabilities, not missing guardrails.

Behavioral diffing

See which guards, mutations, and error paths changed between commits — not just which lines moved. Guard removals and contract breaks are flagged with severity before merge.

Blast radius

Every function gets a confidence-weighted blast radius — conservative, weighted, and upper-bound. Know the downstream impact and how much to trust the number.

Risk scoring

Composite scores from 0–100 that show their full breakdown — blast radius, hub centrality, churn, bus factor. Never a black-box number. Calibrate weights to your team.

Architecture governance

Define boundary rules. Vokt checks every PR against them and reports violations with exact locations. CI-ready with --fail-on.

AI-assisted development

Give your AI assistant behavioral context. Validate every change it makes.

AI coding tools see syntax. They don’t see that a function has 30 callers, that a guard protects a payment flow, or that removing a check breaks a compliance control. Vokt injects behavioral context into AI assistants via MCP before they suggest changes, and validates the behavioral impact after.

AI generates code
Vokt validates behavior
Safe merge
$ vokt risk --pr 847 --sort risk
94 ProcessRefund blast:47 hub:0.89 churn:12 bus:1
61 RefundHandler blast:12 hub:0.34 churn:8 bus:2
18 NotifyUser blast:3 hub:0.12 churn:2 bus:4
Go + Java/JVM

Compiled-code analysis with full type resolution

Local only

Your code never leaves your environment

Deterministic

Same input, same output, every time. No LLM in the analysis path

CI-ready

Plugs into your pipeline with structured output and fail gates

Stop shipping behavioral regressions.

See what your code actually does. Catch what tests miss. Know the blast radius before you merge.