Vokt for AI Copilots

Your copilot sees text diffs.Give it change intelligence.

Vokt gives your AI coding assistant real-time risk awareness, blast radius visibility, and behavioral regression detection — so it writes safer code with fewer mistakes.

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The Problem

AI copilots are powerful but blind.

They can read and write code. But they can’t see the structural consequences of what they change.

1.7x more defects in AI-assisted code|53% report code that looked correct but wasn’t|Only 48% always check before committing
Risk-aware editing
Without Vokt

Edits a function that looks simple. Misses that it has dozens of production callers and a high blast radius. The subtle regression passes code review.

With Vokt

Before editing, the copilot sees the function’s risk score and caller count. After editing, it validates that no safety checks were removed. Regressions are caught before commit.

Efficient context use
Without Vokt

Spends thousands of tokens grepping through files to understand who calls what. Still misses indirect dependencies. Exploration eats 60–70% of the context window.

With Vokt

Gets the full dependency picture in a single query. Exploration drops to ~20% of tokens. The copilot spends its context on solving the actual problem.

Consistent risk assessment
Without Vokt

Asks the copilot “is this function risky?” twice, gets two different answers. Risk assessment is subjective, inconsistent, and influenced by prompt phrasing.

With Vokt

Same code produces the same risk score every time. Deterministic, auditable, explainable. Two engineers get identical assessments.

Regression prevention
Without Vokt

Copilot writes code, runs tests, commits. Subtle behavioral regressions — removed safety checks, swallowed errors — pass silently. Tests don’t cover behavioral invariants.

With Vokt

Every edit is validated against the previous behavioral state. Removed checks, swallowed errors, and complexity spikes are flagged automatically, weighted by the function’s risk.

What your AI assistant gains.

From “I can see this function’s code” to “I know its full risk profile, every caller, and the blast radius of any change.”

Risk-aware editing

Checks the risk score of any function before modifying it. High-risk functions get extra caution automatically.

Blast radius visibility

Sees how many production callers and modules are affected before changing a function’s behavior.

Change validation

Validates every edit against the previous state. Catches removed safety checks and swallowed errors.

Regression prevention

Detects behavioral regressions that tests don’t cover — weighted by the risk of each affected function.

Codebase onboarding

Instantly surfaces the riskiest functions and architectural hotspots when working in unfamiliar code.

Caller-aware refactoring

Knows every caller before changing a function’s contract. Refactors with full dependency context.

Works with Claude, Cursor, and any MCP-compatible AI coding assistant.

See Vokt in action with your AI copilot.

Risk-aware editing, blast radius visibility, and behavioral regression detection — running locally, in real time.

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