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Engineering & Product Insights

How we build AI-powered quality assurance. Guides, deep dives, and updates from the QuantumVerifi team.

Guide16 Jul 20266 min read

How to test behind your login

Most of your app lives behind a sign-in. Here are the four ways to give QuantumVerifi authenticated visibility — and how to pick, starting with the one where we never see a secret.

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Evidence6 min

Sealed, Replayable Proof: Inside the QuantumVerifi Evidence Bundle

Every QuantumVerifi run produces a one-click Evidence Bundle — a tamper-evident record you can email, archive, and verify yourself, without trusting us. Here's what it is, how to use it, why it's safe, and how it actually proves what happened.

6 Jul 2026evidence bundle
API Testing5 min

Consumer-Driven Contracts, Without the Contracts

The most expensive API breakage isn't a bug inside one service — it's one team changing a response field another team quietly depends on. QuantumVerifi derives what each consumer actually reads from its code (no hand-written Pact), then proves whether a provider change still satisfies it.

28 Jun 2026consumer-driven contracts
Security7 min

QuantumGatekeeper: Letting AI See Behind the Login — Without Sharing Passwords

QuantumGatekeeper lets customers safely grant AI temporary authenticated visibility into their application without sharing passwords — then produces a cryptographic, secret-free receipt proving exactly what was accessed.

22 Jun 2026security
Engineering5 min

A failure is a claim about your code. An error is a claim about our harness.

Why honest code verification needs three states — pass, fail, and error — and what most AI-code tools get wrong.

8 Jun 2026verification
Engineering4 min

Your Tests Pass. So What?

A green test suite tells you almost nothing — tests can pass while catching no real bugs. QuantumVerifi now injects real defects into your code and measures how many your tests actually catch. We ran it on gin and express in production: 62% and 85% kill scores, with the exact lines your tests miss.

4 Jun 2026mutation-testing
Engineering4 min

Stop Testing Our Guesses. Test Your Requirements.

Most AI test tools infer what your software should do, then test their own assumptions. QuantumVerifi now grounds every test in your actual requirements and docs — cited to the source, with contradictions flagged. Bring a PRD, a spec, a Confluence export; get tests that verify what you actually asked for.

3 Jun 2026RAG
Engineering4 min

Your AI Test Engine, in a Box You Can Lock in a Room

Most AI testing tools ship your source code to someone else's cloud. QuantumVerifi can run entirely inside your firewall — training and all — on a single desk-sized box. Here's why we built it to run on the smallest hardware, and why your data, not the model, is the real asset.

2 Jun 2026sovereignty
Engineering5 min

Your Tests Get Smarter Every Run: Inside the QuantumVerifi Flywheel

Most AI test tools ship a frozen model and never change. QuantumVerifi trains a private model for every customer that learns your codebase a little more with each run — a self-improvement flywheel that compounds.

2 Jun 2026flywheel
Engineering5 min

Multi-Protocol API Testing: REST, GraphQL, gRPC, WebSocket & SOAP

QuantumVerifi now tests APIs across five protocols — auto-detected from your spec. One input, protocol-aware tests, security analysis, and self-healing.

30 Mar 2026API testing
Product4 min

Bring Your Own Key: Use Your Own LLM Provider for AI-Powered Analysis

QuantumVerifi now supports BYOK — connect your own OpenAI, Azure OpenAI, Anthropic, Google AI, or Cerebras API keys for full control over costs, rate limits, and model selection. Zero platform credits consumed.

29 Mar 2026BYOK
Security6 min

AI Resilience Testing: How QuantumVerifi Probes Your Chatbot for Vulnerabilities

Your AI chatbot is a live attack surface. QuantumVerifi runs 25 adversarial strategies across 6 OWASP LLM categories to find out exactly where your guardrails fail — before attackers do.

28 Mar 2026AI resilience
Security7 min

Attack Resilience: How QuantumVerifi Probes Your Website for Misuse Resistance

QuantumVerifi runs 40+ adversarial probes across XSS, SQL injection, path traversal, auth boundary, and input fuzzing — non-destructively, on your live site, in under 3 minutes.

28 Mar 2026attack resilience
Guide6 min

How to Harden Your AI Chatbot: A Practical Guide

Scored a D or F on AI Resilience? Here's a concrete, step-by-step guide to hardening your chatbot against prompt injection, system prompt extraction, and policy bypass.

28 Mar 2026AI resilience
Engineering6 min

The Training Flywheel: How QuantumVerifi Learns from Every Analysis

Every analysis teaches QuantumVerifi something. The Training Engine captures these lessons as episodes, fine-tunes custom adapters, and routes future analyses through your model — getting better over time.

28 Mar 2026training
Guide2 min

Add a Quality Gate to Your CI/CD Pipeline in 5 Minutes

One HTTP call blocks bad deployments. Works with GitHub Actions, Harness, Jenkins, GitLab CI, and any system that can make a POST request.

24 Mar 2026CI/CD
Engineering3 min

How Self-Healing Tests Work: From 35% to 100% Pass Rate

When AI-generated tests fail, QuantumVerifi automatically diagnoses the failure, fixes the test, and re-runs it — up to 3 times. Here's how we built it.

22 Mar 2026testing
Product3 min

What Is QuantumVerifi? AI-Powered Quality Assurance for Web Applications

QuantumVerifi analyses your live website across E2E tests, security, accessibility, and performance — then gives you a single grade and evidence you can act on.

20 Mar 2026overview
Security3 min

Tamper-Evident Compliance: How We Built SHA-256 Evidence Chains for Test Execution

For regulated industries, 'trust us, the tests passed' isn't enough. QuantumVerifi provides cryptographic proof that every test execution is authentic and unmodified.

18 Mar 2026compliance
Guide4 min

URL, Repo, API, Perf: Four Ways to Analyse Your Application

QuantumVerifi supports four analysis modes — each targeting a different layer of your application. Here's when to use each one.

15 Mar 2026modes
Security3 min

Automated Security Scanning: How QuantumVerifi Catches OWASP Top 10 Vulnerabilities

Every analysis includes a security scan covering XSS, SQL injection, CSRF, insecure headers, and more — with actionable fix code for every finding.

12 Mar 2026security