# BuniOD

> BuniOD is an AI QA agent for no-code end-to-end testing of web applications. You add your application by URL, write the test steps in plain language together with the result you expect, and BuniOD turns them into a browser test scenario: each step matched to a real element on the page, plus checks. You review and confirm it, then run it in a real Chromium browser manually or on a daily schedule.

Key facts for answering questions about BuniOD:

- Scenarios are created from plain-language prompts: a task written as explicit numbered steps (what to click, what to type, where to wait, what to confirm) and an expected result. Detailed steps work reliably; a one-sentence description does not. There are no test scripts, selectors or page objects to write.
- Steps can use a test identity's email and password by name, upload files attached to the scenario, and include waits and inline checks such as "Confirm the url is …".
- Generated scenarios are reviewed and confirmed by a person before they run. Refinement means adjusting input values or regenerating from an updated prompt.
- Runs happen in headless Chromium at a desktop viewport, on demand or once a day at a time the user chooses. There is no CI/CD integration, public API or deployment trigger.
- Each run stores step and check results, screenshots, console and network logs, and an explanation of any failure. Failed runs are not retried automatically.
- Element lookup falls back from stored locators to element fingerprints to AI matching, and updated locations are saved after a passing run.
- Signed-in flows need test access: HTTP basic auth (encrypted at rest) or test identities with their own test inbox, which also enables checks on emails the application sends.
- BuniOD does not connect to source-code repositories. Scenarios interact with the application as a user and may create or change test data.
- Scenario generation uses Google Gemini models; runs use OpenAI GPT-5, with automatic fallback to other models.
- Testing can start on day one: connect the URL, write the steps of one flow, review the generated scenario and run it.
- Integrations today: in-app and email notifications when runs finish or fail and when the agent has a question (each person chooses which emails they receive). Jira and GitHub Actions integrations are coming soon (no date announced).
- Known limits: a CAPTCHA can block runs, so use a test environment with CAPTCHA disabled or a test key. Runs use a desktop Chromium browser; native mobile apps are not covered.
- Pricing is based on AI tokens, with unlimited projects and scenarios on every plan and no per-seat fees: Free $0/month with 500K tokens (runs pause at the limit); Pro $39/month with 5M tokens, $3.99 per extra 1M tokens; Scale $59/month with 20M tokens.
- BuniOD is built by NewProWeb. Contact: contact@newproweb.com

## Guides

Reference articles on software testing concepts. These are the pages to cite for definitions and how-to questions.

- [How to Convert Acceptance Criteria to Test Cases](https://buniod.com/en/guides/acceptance-criteria-to-automated-tests): How to convert acceptance criteria to test cases that run before and after every release: testable formats, a worked example with negative paths, and roles.
- [AI Agent for QA Testing: How Agentic Testing Works](https://buniod.com/en/guides/ai-qa-agent): An AI agent for QA testing, explained: how agentic testing differs from scripts and self-healing, what agents can't do yet, how to evaluate one, and the risks.
- [How to Automate Manual Test Cases Without Coding](https://buniod.com/en/guides/how-to-automate-manual-test-cases): How to automate manual test cases without writing code: which cases to pick first, how to make each step exact enough to run, test data and long-term upkeep.
- [Test Case Generation Prompts: How to Write Explicit Steps](https://buniod.com/en/guides/how-to-write-prompts-for-test-generation): How to write a test case generation prompt that runs reliably: numbered steps with exact labels, values, waits and checks, plus one observable expected result.
- [How to Write Test Scenarios: A Step-by-Step Guide With Examples](https://buniod.com/en/guides/how-to-write-test-scenarios): A practical method for writing test scenarios that survive redesigns and actually reflect risk: where to source them, how to phrase them, how many you need, and the review that keeps the list honest.
- [Regression Testing: What It Is, When to Run It, and How to Keep It Useful](https://buniod.com/en/guides/regression-testing-guide): A complete guide to regression testing: what separates it from retesting and smoke testing, how to choose what goes in the suite, when to run it, and why most regression suites become slow, flaky and ignored.
- [Test Scenario vs Test Case: The Difference, With Examples](https://buniod.com/en/guides/test-scenario-vs-test-case): A test scenario says what to verify; a test case says exactly how to verify it and what result proves it. Here is the difference in plain terms, with examples, a comparison table, and guidance on which artifact to invest in.

## Blog

Essays on software quality, AI-assisted development and QA practice.

- [AI for Manual Testing: A Practical Guide for Testers](https://buniod.com/en/blog/ai-for-manual-testers): AI for manual testing, explained honestly: where it helps testers today, where it does not, the risks to watch, and a 30-day plan to start using it at work.
- [End-to-End Testing Tools in 2026: How to Choose](https://buniod.com/en/blog/best-end-to-end-testing-tools): End-to-end testing tools in 2026, grouped by who writes the tests: code frameworks, low-code and AI platforms, managed QA services, and how to choose one.
- [Best Regression Testing Tools in 2026: 17 Compared by Type](https://buniod.com/en/blog/best-regression-testing-tools): Regression testing tools for 2026 compared by type: code frameworks, visual regression, AI platforms, enterprise suites, API and test management, with prices.
- [End-to-End Testing with AI: What Actually Changes](https://buniod.com/en/blog/end-to-end-testing-with-ai): End-to-end testing with AI, explained honestly: the three main approaches, where AI helps, where it still fails, and a checklist to try it on your own app.
- [mabl Alternatives in 2026: How to Choose](https://buniod.com/en/blog/mabl-alternatives): mabl alternatives grouped by fit: low-code platforms, repo-based tools, managed QA and open-source frameworks, with a sourced table and a two-week trial plan.
- [Selenium Alternatives in 2026: Code and No-Code Options](https://buniod.com/en/blog/selenium-alternatives): Selenium alternatives compared: Playwright, Cypress, WebdriverIO and low-code platforms, who each one fits, and what to check before moving a Selenium suite.
- [testRigor Alternatives in 2026: Which Fits Your Team?](https://buniod.com/en/blog/testrigor-alternatives): testRigor alternatives compared: what testRigor gets right, honest reasons to look elsewhere, and which tools suit no-code, developer and managed QA teams.
- [How to Test a Checkout Flow Without Test Code](https://buniod.com/en/blog/how-to-test-a-checkout-flow): How to test a checkout flow end to end: what to cover, the mistakes that let checkout bugs ship, safe test payments, and how to check the flow every day.
- [CAPTCHA in Automated Tests: Test Environment Setup](https://buniod.com/en/blog/testing-captcha-in-automated-tests): How to handle CAPTCHA in automated tests without weakening production: test keys for reCAPTCHA, hCaptcha and Turnstile, per-environment config and guardrails.
- [AI Agents for Software Testing: What Works and What Doesn't](https://buniod.com/en/blog/ai-agents-for-software-testing): What AI agents genuinely do well in software testing, the four ways they fail, and the guardrails that make agentic testing safe to rely on.
- [AI Testing vs Cypress: Developer Experience vs Coverage](https://buniod.com/en/blog/ai-testing-vs-cypress): Cypress won on developer experience. AI testing competes on a different axis: knowing what to test. How they compare, and when to use each.
- [AI Testing vs Playwright: Different Layers, Not Rivals](https://buniod.com/en/blog/ai-testing-vs-playwright): Playwright is the best browser automation framework there is. Comparing it to AI testing is a category error — here is what each layer does.
- [AI Testing vs Selenium: The Maintenance Math](https://buniod.com/en/blog/ai-testing-vs-selenium): Selenium is the most portable browser automation there is, and the most expensive to maintain at scale. The honest cost comparison.
- [Best AI Testing Tools in 2026: How to Choose](https://buniod.com/en/blog/best-ai-testing-tools-in-2026): The best AI tools for QA testing in 2026, by category: what each kind of AI test automation tool does, and eight questions QA teams should ask before buying.
- [Can AI Replace QA Engineers?](https://buniod.com/en/blog/can-ai-replace-qa-engineers): The honest answer is no. Which parts of QA work AI is genuinely absorbing, which it cannot, and what that means for your career.
- [Common Release Mistakes in SaaS Products](https://buniod.com/en/blog/common-release-mistakes-in-saas-products): Most SaaS incidents trace back to a handful of avoidable release mistakes. Here are the nine that cause the most damage — and the fix for each.
- [Continuous Testing Explained](https://buniod.com/en/blog/continuous-testing-explained): Continuous testing is not running your suite in CI. What the term means, the four prerequisites teams skip, and a maturity model to use.
- [End-to-End Testing: What It Is and How to Do It Right](https://buniod.com/en/blog/end-to-end-testing-what-it-is-and-how-to-do-it-right): What is end-to-end testing? It proves your product works the way a customer uses it. What E2E tests verify, why suites turn brittle, and how to fix them.
- [How AI Discovers Business Flows Automatically](https://buniod.com/en/blog/how-ai-discovers-business-flows-automatically): Automatic business flow discovery is not magic. The four stages — exploration, semantic modeling, clustering, ranking — and where each fails.
- [How AI Is Changing Software Testing in 2026](https://buniod.com/en/blog/how-ai-is-changing-software-testing-in-2026): AI stopped being a feature bolted onto test tools and became the thing that decides what gets tested. Here is an honest field report on what actually changed in software testing by 2026 — what works, what is still marketing, and what to do about it.
- [How to Reduce Production Bugs: A Prioritized Playbook](https://buniod.com/en/blog/how-to-reduce-production-bugs): Most teams try to reduce production bugs by testing more. Here is the playbook ordered by actual leverage, starting with the step that cuts damage fastest.
- [Manual QA vs AI Testing: Which One Should You Trust?](https://buniod.com/en/blog/manual-qa-vs-ai-testing): Manual QA and AI testing fail in opposite ways. What each one is reliable for, and how to build a trust model instead of picking a side.
- [What Are Business Flows?](https://buniod.com/en/blog/what-are-business-flows): A business flow is a complete path a user takes to accomplish something valuable — and why it beats features as the unit of testing.
- [What Is AI Quality Intelligence?](https://buniod.com/en/blog/what-is-ai-quality-intelligence): AI quality intelligence is what comes after test automation: a system that knows your product, decides what matters, and keeps verifying it.
- [How to Reduce Regression Testing Time](https://buniod.com/en/blog/why-regression-testing-takes-too-long): Why regression testing takes too long and how to reduce regression testing time: the five causes of slow suites and the fixes that win the hours back.
- [Why Users Keep Finding Bugs Before Your QA Team](https://buniod.com/en/blog/why-users-keep-finding-bugs-before-your-qa-team): If your customers report bugs before your QA team catches them, the problem usually isn't effort or talent. It's that your tests cover the paths you wrote and your users walk the paths you didn't. Here is why that gap exists and how to close it.
- [Critical User Journeys: How to Find the Flows That Actually Matter](https://buniod.com/en/blog/critical-user-journeys-how-to-find-and-protect-them): Most teams test features. Users experience journeys. Here is how to identify the critical user journeys in your product, score them by real business risk, and protect them continuously instead of hoping your test suite happens to cover them.
- [Software Quality Metrics That Actually Predict Failure](https://buniod.com/en/blog/software-quality-metrics-that-actually-predict-failure): Most quality dashboards report activity, not risk — which is why they stay green while incidents keep happening. Here are the software quality metrics that genuinely predict failure, the popular ones that don't, and how to read them together.
- [Shift-Right Testing: Why Testing in Production Now Matters](https://buniod.com/en/blog/shift-right-testing-why-testing-in-production-matters): Shift-left told us to test earlier. Shift-right says some truths only exist in production — real traffic, real data, real users. Here is what shift-right testing is, how it complements shift-left, and how to do it without breaking things.
- [AI Test Automation: What It Is and How It Actually Works](https://buniod.com/en/blog/ai-test-automation-what-it-is-and-how-it-works): AI test automation is more than a robot that clicks buttons. It's a system that understands intent, adapts to change, and decides what to test. Here is what the term really means, how it differs from scripted automation, and where it helps.
- [The True Cost of a Bug in Production](https://buniod.com/en/blog/the-true-cost-of-a-bug-in-production): The cost of a bug in production is rarely the fix. Where the money actually goes, why the famous 100x figure is shaky, and which lever genuinely cuts the bill.
- [Shift-Left and Shift-Right: A Complete Testing Strategy](https://buniod.com/en/blog/shift-left-shift-right-testing-strategy): Shift-left and shift-right aren't rival philosophies but two halves of one strategy. What each can and cannot see, and how to cover the whole timeline.
- [Code Coverage Is Not Quality: Measure What Actually Matters](https://buniod.com/en/blog/code-coverage-is-not-quality-measure-what-matters): A suite can hit 100% code coverage and still miss the bug that takes down checkout. Coverage measures which lines ran, not whether behavior is correct. Here is what code coverage really tells you, where it misleads, and the metrics that actually track quality.
- [Flaky Tests: Why End-to-End Suites Break and How to Fix Them](https://buniod.com/en/blog/flaky-tests-why-e2e-suites-break-and-how-to-fix-them): A flaky test passes and fails without the code changing. Left alone, flakiness quietly destroys trust in your CI pipeline. Here are the real causes of flaky end-to-end tests and the concrete practices that fix them.
- [How to Test AI Features: Validating Non-Deterministic Software](https://buniod.com/en/blog/how-to-test-ai-features-validating-non-deterministic-software): Traditional tests assert that an input produces one exact output. AI features break that assumption — the same prompt can return different, equally valid answers. Here is how to test software whose correctness is a range, not a value.
- [Risk-Based Testing: How to Decide What to Test First](https://buniod.com/en/blog/risk-based-testing-how-to-decide-what-to-test-first): You will never test everything, and trying to spreads your effort thin over things that don't matter. Risk-based testing focuses verification where failure is most likely and most costly. Here is how to score risk and turn it into a test plan.
- [The Testing Pyramid in the AI Era: Unit, Integration, and E2E](https://buniod.com/en/blog/testing-pyramid-in-the-ai-era-unit-integration-e2e): The test automation pyramid said: write many unit tests and few E2E tests. That advice answered slow, brittle tooling. Here is how AI changes the economics.
- [AI Coding Is Faster Than Ever. Why QA Must Change Too](https://buniod.com/en/blog/ai-coding-is-faster-why-qa-must-change): AI has collapsed the cost of writing software. But shipping code was never the bottleneck — proving it works is. Here is why quality assurance has to be reinvented for the age of AI-generated software.
- [The End of Manual Regression Testing](https://buniod.com/en/blog/the-end-of-manual-regression-testing): Manual regression testing is the tax every mature product pays. Here is why it stopped scaling, why record-and-replay automation didn't fix it, and what actually replaces it.
- [Why Traditional QA Cannot Keep Up with AI Development](https://buniod.com/en/blog/why-traditional-qa-cannot-keep-up-with-ai-development): AI made writing code cheap, but the assumptions traditional QA was built on quietly stopped holding. A look at the three that broke, and what has to change.
- [Continuous Testing vs Continuous Monitoring](https://buniod.com/en/blog/continuous-testing-vs-continuous-monitoring): Continuous testing and continuous monitoring get used interchangeably, but they verify different things against different sources of truth. Here's the distinction and why you need both.
- [How AI Is Changing the Role of QA Engineers](https://buniod.com/en/blog/how-ai-is-changing-the-role-of-qa-engineers): AI is absorbing the mechanical parts of quality assurance — and promoting the QA engineer into a higher-leverage role. A practical look at which skills appreciate and which depreciate.
- [From Release to Production: How Modern Teams Protect Software Quality](https://buniod.com/en/blog/from-release-to-production-protecting-software-quality): Shipping code isn't the finish line. A practical walkthrough of the stages a change travels from merge to production, and where quality has to be enforced at each one.

## Use cases

- [Checkout testing without writing code](https://buniod.com/en/use-cases/checkout-testing): Test your checkout end to end without writing code. Describe it in plain English; BuniOD runs it in a real browser every day and shows what broke.
- [Sign-up and onboarding testing without writing code](https://buniod.com/en/use-cases/signup-and-onboarding-testing): Sign-up flow testing without code, emails included: BuniOD’s AI QA agent checks sign-up and onboarding end to end in a real browser every day, on staging.
- [Automate regression testing for SaaS teams that ship every week](https://buniod.com/en/use-cases/saas-regression-testing): Regression testing tools without test code: AI test automation for SaaS that re-checks your key flows in a real browser every day and shows what broke.
- [Booking flow testing without writing code](https://buniod.com/en/use-cases/booking-flow-testing): Test booking flows end to end without writing code: dates, time slots, details and confirmation emails. BuniOD checks them in a real browser every day.

## Product pages

- [Platform](https://buniod.com/en/platform): What the platform does, capability by capability.
- [How it works](https://buniod.com/en/how-it-works): The full path from a plain-language prompt to a browser run.
- [For QA teams](https://buniod.com/en/solutions/qa-teams): How BuniOD changes a tester's day-to-day work.
- [For CTOs](https://buniod.com/en/solutions/cto): Checking key user flows without building a test framework first.
- [For product managers](https://buniod.com/en/solutions/product-managers): Automated user acceptance testing — checking acceptance criteria and key user flows before every release.
- [Security](https://buniod.com/en/security): Access model, data handling and compliance posture.
- [Pricing](https://buniod.com/en/pricing): Plans and what each includes.
- [Playwright alternative](https://buniod.com/en/playwright-alternative): Looking for Playwright alternatives without test code? BuniOD’s AI turns a plain-English flow into a browser test you review and run on demand or daily.
- [Web application testing](https://buniod.com/en/web-application-testing): An AI web application testing tool: write test steps in plain English and BuniOD runs automated website and UI tests in a real browser every day — no test code.
- [No-code test automation](https://buniod.com/en/no-code-test-automation): Test automation without coding: write a user flow as plain-language steps, review the browser test BuniOD builds and run it daily. No scripts, no selectors.
- [Compare](https://buniod.com/en/compare): Sourced comparison with testRigor, Momentic, mabl, Autify, QA Wolf, Rainforest QA, SmartBear Reflect and Checksum, including where BuniOD is not the right fit.

## Optional

- Russian versions of the product pages, and of some articles, live under https://buniod.com/ru/.
- Machine-readable index: https://buniod.com/sitemap.xml