Compare Automna vs. Checksum.ai

Automna is an innovative platform that leverages AI to streamline the process of end-to-end testing for both web and mobile applications, all while eliminating the need for coding. This solution empowers teams to effortlessly create, update, and execute test suites in an automated fashion. Users can design and implement tests that span complete user journeys, with the platform continuously monitoring outcomes and detecting issues as they arise. Additionally, it seamlessly integrates into development workflows, activating relevant tests in response to any code changes, thus ensuring that regressions do not make it to production by promptly flagging failures and creating new tests when necessary. The platform's self-healing automation is particularly notable, as it allows tests to adjust to interface modifications without failing, which significantly cuts down maintenance efforts in comparison to conventional testing methods. Furthermore, Automna enhances testing efficiency by executing tests concurrently, thereby providing quicker feedback cycles and ultimately boosting the reliability of software applications. By utilizing such advanced automation features, teams can focus more on development and less on troubleshooting.

Engineering teams shipping with AI have a new bottleneck: validation. Code output has accelerated. Quality hasn't. Checksum closes the gap. Checksum is a continuous quality platform with a suite of AI agents that handle testing end-to-end, at every stage of the development lifecycle. Where most tools wait for a human to trigger them, Checksum runs autonomously in the background, generating tests, executing them, and repairing failures without manual intervention. Seventy percent of test failures are resolved automatically through real-time auto-recovery. The platform covers every layer: end-to-end UI flows via Playwright, API endpoint chains, and targeted CI tests scoped to exactly what changed in a PR. All tests land as real code in your repository and are delivered as standard Playwright, owned by your team. Checksum is fine-tuned on 1.5+ million test runs and integrates natively with Cursor, Claude Code, and 100+ AI coding agents. Type /checksum and your coding agent's output gets tested before it ever reaches review. Generation and healing happen on Checksum's cloud infrastructure which means no LLM tokens consumed, no local resources required. The result: test suites that stay green as the product evolves, fewer regressions reaching production, and release confidence that scales alongside AI output.