Behavior regression detection for critical systems

Ship faster without silently changing how your system behaves.

Tests tell you code works. Vokt tells you nothing important changed.

Vokt detects unintended behavior changes across PRs — before they reach production.

Every fast-moving team hits this wall

Your system grows. Logic spreads across services. No single engineer understands all downstream effects.

You ship a change:

  • Tests pass
  • CI green
  • Code review approved

Then weeks later...

Pricing is wrong

Refunds calculated differently

Permissions shifted

Eligibility rules changed

Not because code failed.

Because behavior drifted.

Modern stacks detect syntax errors. They don't detect behavior changes.

Types

Tests

Linting

Performance

Security

?

Behavior

No layer answers:

"Did this change alter how the system behaves?"

This gap causes expensive production incidents.

Why this matters

Unintended behavior changes lead to real business impact

The damage

  • Revenue leakage
  • Incorrect payouts
  • Compliance risk
  • Customer trust loss
  • Subtle production bugs
  • Slowed velocity

How teams compensate

  • Ship slower
  • Avoid refactors
  • Over-test
  • Manual QA

Vokt removes that fear.

What Vokt does

Shows how system behavior changes after every PR

Not just code diffs. Behavior diffs.

Vokt compares what your system did before vs after the change — at the behavioral level, not the syntax level.

Logic changes

Detects when business logic behaves differently

Rule changes

Catches eligibility, pricing, and policy shifts

Workflow differences

Identifies process and flow changes

Side-effect shifts

Spots unintended downstream effects

What you see in a PR

V
vokt
just now
Behavior Check Results
2 behavior changes1 behavior preserved
CriticalRefund Eligibility Changed
-Refunds allowed within 30 days of purchase
+Refunds allowed within 14 days of purchase
WarningDiscount Eligibility Narrowed
-Discount applies to all users with 3+ orders
+Discount applies to premium users only
Pricing Calculation— No changes detected
Generated by Vokt

This is what Vokt adds to every PR.

Real examples of what Vokt catches

Nothing broke technically. But behavior changed. That's what Vokt catches.

Developer refactors checkout logic, tests pass

Vokt flags: "Discount eligibility now applies to fewer users"

Team updates date handling library

Vokt flags: "Refund window reduced from 30 to 14 days"

PR cleans up permission checks

Vokt flags: "Admin users no longer have access to billing endpoint"

Where Vokt fits in your workflow

A safety layer between CI and production

IDE

Tests

CI

Vokt

Production

Vokt acts as a safety layer — and it's just as valuable for human-written code as AI-generated code.

"Code diffs show what changed. Vokt shows what it means."

"CI verifies code correctness. Vokt verifies system behavior."

"Refactor boldly. Ship safely."

The cost of one silent regression

One silent regression can cost:

  • Weeks of debugging
  • Lost revenue
  • Customer churn
  • Compliance exposure

Vokt helps prevent:

  • Subtle business logic bugs
  • Unintended rule changes
  • Cross-service behavior drift

Result: Faster shipping. Fewer surprises.

How it works

No heavy setup. No rewriting tests.

1

Connect Vokt to your repo

2

Open a pull request

3

Vokt analyzes behavioral impact

4

Review behavior diffs in the PR

Merge with confidence

Who this is for

Teams where regressions are costly

Fintech & Payments

Insurance

Healthcare

Marketplaces

Pricing Systems

Entitlement/Permissions

Also: large refactor-heavy codebases where behavior must stay consistent.

If a small logic change can cost money or trust, Vokt pays for itself quickly.

Why teams adopt Vokt

Ship faster with confidence

Know that you're not breaking things you can't see

Refactor without fear

Clean up code knowing behavior is preserved

Catch subtle regressions early

Before they reach production

Reduce incident risk

Especially in critical business logic

Make code review smarter

See behavior impact, not just syntax

Move fast safely

Velocity without blind spots

A note about AI-generated code

AI tools increase code velocity. They also increase subtle regressions.

Vokt is the layer that answers: "Are we still behaving the same?"

It's not about AI. It's about complex systems moving fast.

The next layer of software engineering

Software engineering evolved through layers:

Version ControlTestingCI/CDObservabilitySecurity

The next layer:

Behavior Validation

Vokt is building that layer.

For teams where correctness isn't enough

Behavior consistency matters.

Logic is complexRisk is realSpeed matters

Pricing That Scales With Risk

The cost of one silent regression > the cost of Vokt.

FREE

₹0/month

Explore Vokt on your own projects

Most Popular

PRO

₹2,499/seat/month

Full coverage for active development

PREMIUM

₹6,999/seat/month

For teams with shared critical systems

Ship fast. Don't ship surprises.

Know what changed — before production.