Security & privacy.
Functional doesn’t mean enterprise-ready.
What we look for
- Personal data leaking into URLs, logs, and errors.
- Missing permission checks and unsafe defaults.
- Exposed secrets, weak validation, and failure recovery.
AI-assisted checks. Human QA expertise. We find the gaps and give your AI the prompts to fix them.
Instant on. Start getting AI QA value within days of our first conversation.
AI gets it working. Our human AI QA experts do the testing—using AI-powered checks and hands-on investigation to find what your AI missed.
Six common blind spots—and many more. Our AI QA experts tailor the review to your product, risks, and requirements.
Functional doesn’t mean enterprise-ready.
Your customers notice what the agent overlooks.
The real journey isn’t just the happy path.
A working demo isn’t a production workload.
Working features can still break your obligations.
It works today. What happens after the upgrade?
Get the issue, reproduction steps, evidence, and a ready-to-use fix prompt. Your AI can help fix what it missed—you review and approve the change.
Illustrative examples—not findings from your app.
Reproduce: Submit checkout. The confirmation URL contains the customer’s email, exposing it to browser history and potentially analytics.
Expected: Personal data stays out of the URL.
Reproduce: Submit an order, interrupt the response, then retry. The original order succeeded, but the retry creates a duplicate.
Expected: One purchase creates one order.
Bonus
We focus your review time and budget on the gaps—not duplicating checks your AI has already handled.
Private AI QA for your team, on your terms.
AI-first testing, run by our experts. Build on your existing tests—not from scratch.
Keep the tools. Learn the practices. Run AI-first QA yourself, with us, or both.
Use our ready-to-present deck for an internal introduction to IcebergQA: AI QA expertise, extra testing bandwidth, and training to help your team do more themselves.
We confirm availability and a turnaround with you by email before work begins. This page does not promise an instant result or a fixed delivery time.
A readable review with verified issues, reproduction evidence where the artifact permits it, individual fix prompts, and a combined prompt for your coding agent. We distinguish findings from uncertainties and list areas not assessed.
Start with the short request form. You can share a URL or describe your artifact; we’ll work out access and scope by email. The coding-agent plugin is another way to bring reviewers into your workflow.
You still receive the review’s observations, checked areas, and remaining gaps. We don’t promise a minimum bug count or certify that a release is bug-free.
Describe it first. Don’t put passwords, API keys, customer data, or signed access links in this form. We’ll agree on appropriate access. Enterprise can use a private environment, your own AI keys, and your own reviewers.
Tell us what you’re building. We’ll help you uncover the gaps and put the right expert coverage in place.