Product stability for AI-speed teams

You build.
Qarmiq keeps it stable.

Your team is shipping code faster than ever. Qarmiq keeps checking your product, catches issues early, and helps you maintain the reliability enterprise customers expect as you build.

See Qarmiq in action How regression stays accurate
The problem

Building faster is easy. Keeping everything working is hard.

Every new feature, code change and AI-generated update can affect functionality that already works. As your product grows, the number of things that can go wrong grows with it.

Your team shouldn’t have to choose between shipping faster and protecting the quality of the product.

The consequence

The worst time to discover a bug is when your customer does.

A broken workflow is more than a technical issue. It can mean lost revenue, frustrated customers, missed commitments and damaged trust.

The challenge isn’t just finding bugs. It’s finding them before they become your customers’ problems.

The solution

Meet the team that keeps checking your product.

Qarmiq’s autonomous agents keep exercising your product, check that critical functionality still works, and report issues with evidence. When something changes unexpectedly, your team can investigate and address it before it reaches customers.

An example finding
Promise broken

A paid order always produces an invoice.

Failed Judged on 3 cited steps, with the evidence kept beside the verdict.
Reproducible The steps to reproduce it come from the evidence captured during the run.
In your editor Your coding agent can pull the full finding, with its evidence, over MCP.

An illustrative finding, not a customer result.

What sets it apart

Your product has to remember what it means to work.

A product isn’t just a collection of screens and test cases. It’s hundreds of expected behaviors that must continue working together as the software evolves. Qarmiq builds on verified knowledge of your product, so existing functionality can be checked again as new changes are introduced. You write them down once, as promises a CEO can read.

  1. 01

    A customer can always sign in.

    proven by a verified script and the AI agent

  2. 02

    A paid order always produces an invoice.

    proven by the AI agent and a tester

  3. 03

    Each account sees only its own data.

    proven by a verified script

  4. 04

    A refund is only ever issued once.

    proven by a tester and a verified script

  5. 05

    Every page loads in under two seconds.

    proven by Gatling

  6. 06

    Every screen meets WCAG AA.

    proven by axe

  7. 07

    Every release passes a security scan.

    proven by Burp Suite

  8. 08

    The support assistant never invents a refund policy.

    proven by DeepEval

An illustrative list. If one of your promises ever breaks, your team knows first, with the evidence.

How it works

What’s proven stays proven.

Three ways to test, one memory. Each run starts ahead of the last. Nothing is tested from scratch twice.

Point at a mode to see what the other two take from it.

One scenario’s memory

Run 1

  • 0Walks that passed
  • 0Learnings kept
  • 0Scripts verified

All three read it. All three write to it.

Judgment

Human

What it does

A tester walks the scenario in the real app. A passing walk becomes the agent’s briefing.

Deterministic

Gets a walk that passed, which becomes the source of a script.

Autonomous

Gets a passing walk as its briefing, so it starts ahead.

Verified

Deterministic

What it does

A pass becomes a verified script. On the next change it runs first, so what passed stays passing.

Human

Gets verified scripts that hold what already passed, so judgment goes only to what’s new.

Autonomous

Gets what already passes, so it looks only for what’s new.

Exploration

Autonomous

What it does

The agent starts from everything already known, explores what’s new, and proposes what it learns.

Human

Gets decision cards: one question at a time about what the agent learned.

Deterministic

Gets every autonomous pass, each one ending in a script that holds it.

Three inputs, one shared memory. Separate tools forget. A shared memory compounds. See the whole loop

Compounding intelligence

Human judgment in. Compounding intelligence out.

Most tools start every run from zero. Qarmiq starts from everything your team has ever decided. It never decides on its own what to keep: it asks, keeps the answer, and builds on it.

See how it is judged
Decisions waiting for a person
1
Refund after a partial shipment also works. Keep as a learning for this scenario? Learning, from the AI agent
2
A declined card never creates an order. Add it as a check? New check, confirmed in 4 passing runs
3
The checkout form lost its “company name” field. Still a promise? Route change, from the crawler
4
Two scenarios say the same thing about sign-in. Merge them? Arrangement, from Qarmiq

One question at a time, never a test suite to review. Answered once, kept for good: what’s proven never asks again.

The outcome

The reliability enterprise customers expect. At AI speed.

Give developers and coding agents the freedom to move quickly, while Qarmiq helps your team maintain that reliability. One reading says whether your product is stable: eight signals from real runs, one verdict of Stable, Watch or Unstable. A failing pass rate or a severe defect can’t be outvoted by healthy signals.

Watch Consistency at 74 and defect-free at 88 are holding it back.

We also track regression escape rate, time to detect and incidents per release, and publish them as they land.

Pass rate96 Regression-free92 Consistency74 Defect-free88 Stable areas90 Coverage83 Freshness95 Effort on risk86
Illustrative reading. Bands: Unstable below 70, Watch to 90, Stable above.
Why you can trust it

Nothing passes without evidence. Not even our own AI.

Code written by an AI shouldn’t be graded by the same AI. So Qarmiq doesn’t grade its own work either.

Failed 3 cited steps

A paid order always produces an invoice.

  1. [1]Paid with a test card set to decline the first attempt
  2. [2]Retried with a valid card. Payment confirmed, order #4821 created
  3. [3]Opened order #4821. No invoice present

A result with nothing to show for it is never a pass. It is marked inconclusive and handed to a person.

Every verdict carries its evidence.

Not a score. The steps that prove it, kept with the result.

An AI’s word is never enough.

A pass with nothing to show for it is marked inconclusive.

Your team has the last word.

Every verdict says who produced it, and a person can overrule it.

An illustrative verdict.

Questions

Questions you’re probably asking.

How is this different from AI testing tools?
They make writing tests faster. Qarmiq keeps what’s proven proven. You write promises, not test cases. Nothing passes without cited evidence. Your judgment is spent only on what’s new.
Does this replace our QA or our tests?
No. It gives the people who own quality leverage. Your team decides what must always be true and what ships. Qarmiq does the watching, the checking and the explaining.
How long does setup take?
Point Qarmiq at your app and write what must never break. No scripts to write and no process to adopt. We set it up with you.
What access does Qarmiq need to our code and data?
Your running app and, if pages sit behind a login, a test account. Not your source code. Credentials are encrypted, typed values are never recorded, and secrets are stripped before anything is stored.
Does it work with Cursor, Claude Code, Copilot and our CI?
Qarmiq speaks MCP, the open standard AI coding tools use, so your agents read its findings where they already work. Starting a run from your CI pipeline is on the roadmap. Today a person starts each run.
What if it flags something that doesn’t matter?
Dismiss it once and it stays dismissed. Nothing Qarmiq raises changes a promise or a priority until a person accepts it. You decide what matters.

Keep building. We’ll help keep it stable.

See how Qarmiq fits into your development workflow and helps protect the product you’ve worked so hard to build.

See Qarmiq in action