Modl.ai

Free Code & Data

An AI-powered game testing and quality assurance platform that automates bug detection, visual glitches, and performance issue identification. Enables QA teams to run comprehensive tests without engine integration or custom code implementation.

Integration-free testing: AI agents analyze games visually without SDKs, plugins, or code modifications
Natural language instructions: define complex or exploratory tasks using plain text descriptions
Automated bug reporting: generates detailed reports with screenshots, descriptions, and severity ratings
Dashboard or CI/CD execution: run tests manually or embed them directly in your development pipeline

✓ Pros

Reduces testing cycle time without requiring engineering involvement for technical setup
Consistently detects visual issues, performance drops, and gameplay logic problems automatically
Works as a black-box solution compatible with multiple game engines and platforms

✕ Cons

Effectiveness may vary depending on game visual complexity and UI design intricacy
Requires clear task definition to produce optimal and meaningful test results

Use cases

Automate regression testing before each build release

Validate level progression, menus, and player flow completion

Continuously detect crashes, missing assets, and performance degradation

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