Dev tools · alternatives · 2026

24 alternatives to MABL

ML-driven test automation service

Below are 24 products that do a similar job, ranked by how close each is in meaning and then by launch-day votes. MABL launched in 2018; newer entries below may have overtaken it.

1. 1
   mabl▲79

   Intelligent test automation for Agile teams

   2019 · mabl.com · its alternatives →

2. 2
   TestSprite Beta ▲506

   Fully automate software testing end-to-end using AI

   2024 · its alternatives →

3. 3
   TestSprite 1.0▲753

   First AI agent automating entire software testing process

   2025 · testsprite.com · its alternatives →

4. 4
   Continuous Machine Learning – CI/CD for Machine Learning Projects▲171

   Bring DevOps practices to your projects for automatic, reproducible, and fast machine learning.

   2020 · cml.dev · its alternatives →

5. 5
   Test4startup 2.0▲277

   Research a project market in just 7 seconds

   2017 · its alternatives →

6. 6
   ContextQA 2.0▲185

   All-in-one AI software testing solution

   2024 · contextqa.com · its alternatives →

7. 7
   OrchestraML▲82

   From English prompt to deployed ML model with human approval

   Jun 2026 · orchestra-ml.vercel.app · its alternatives →

8. 8
   Codeless Salesforce Test Automation▲50

   accelQ® is the fastest and most reliable Salesforce TAP

   2020 · accelq.com · its alternatives →

9. 9
   BenchLLM by V7▲133

   Test-driven development for LLMs

   2023 · benchllm.com · its alternatives →

10. 10
    Quell's UAT AI Agent Platform▲90

    After years of frustration dealing with slow, costly, and error-prone manual User Acceptance Testing (UAT) at fintechs, I built Quell—-a platform that auto-generates and executes UAT test cases using cross-functional AI experts (e.g. compliance, UX, operations, QA). Quell integrates seamlessly into workflows (Jira, Linear, GitHub), cuts down manual UAT process time by ~80%. I’m excited to get your feedback and answer any questions. Try it free here: quellit.ai Alex [email protected]

    2025 · quellit.ai · its alternatives →

11. 11
    ACCELQ▲56

    Codeless AI Test Automation for Web, API, Mobile and Desktop

    2023 · accelq.com · its alternatives →

12. 12
    Does QA▲114

    No-code automation testing

    2023 · does.qa · its alternatives →

13. 13CG
    Checksum – generate and maintain end-to-end tests using AI▲78

    Hey HN! I’m Gal, co-founder at Checksum (https://checksum.ai). Checksum is a tool for automatically generating and maintaining end-to-end tests using AI. I cut my teeth in applied ML in 2016 at a maritime tech company called TSG, based in Israel. When I was there, I worked on a cool product that used machine learning to detect suspicious vehicles. Radar data is pretty tough for humans to parse, but a great fit for AI – and it worked very well for detecting smugglers, terrorist activity, and that sort of thing. In 2021, after a few years working in big tech (Lyft, Google), I joined…

    2023 · its alternatives →

14. 14
    TestLeft▲82

    Automate UI tests for web and desktop apps from any IDE

    2018 · smartbear.com · its alternatives →

15. 15
    Web App with GUI for AutoML on Tabular Data▲41

    AutoML Web App - build Machine Learning pipeline in automatic way with Graphical User Interface (GUI). You can run app locally! - mljar/automl-app

    2023 · github.com · its alternatives →

16. 16
    Amplo - Automated Diagnostic Service▲70

    Digitize your diagnosis with ML

    2021 · its alternatives →

17. 17
    TestMagic▲53

    AI-powered API test automation. Save 90% of testing time

    2025 · irual.me · its alternatives →

18. 18
    RillRate▲80

    Real-time UI for bots, microservices and IoT

    2021 · github.com · its alternatives →

19. 19
    Scandium▲51

    Automate web, mobile & API testing without coding.

    2024 · getscandium.com · its alternatives →

20. 20
    AutoMi▲88

    Accelerating testing automation for mobile, web & APIs

    2017 · automi.io · its alternatives →

21. 21
    Test Collab▲67

    Avoid software failures with smart QA

    2018 · testcollab.com · its alternatives →

22. 22
    aiTest▲6

    Scaling up or down real world data, cloud, ML & LLM testing

    2024 · qualityx.io · its alternatives →

23. 23
    Monostate AItraining▲59

    Fine-tuning, RL, and inference in one CLI

    Dec 2025 · github.com · its alternatives →

24. 24
    BotGauge▲18

    Gen AI powered Lowcode Platform to Create Automation engg.

    2024 · botgauge.com · its alternatives →

Ranked by how close each launch is in meaning, then by votes. Prices were read from each product’s own site when checked and can change. Refine with your own description →