
Katalon
TestMu AI (Formerly LambdaTest)
Testim
Selenium
mabl
BrowserStack
Ghost Inspector
Complete AI-driven Test Automation platform for Web apps, Mobile apps and APIs. Simple English commands to automate complex tests easily and effectively with all the flexibility that enterprise teams need!

Bubble.io
Airtable
Glide
Webflow
Carrd
Lovable
Retool
The AI app builder for business operations

Which is more popular?
Based on our record, Softr should be more popular than Testsigma. It has been mentioned 37 times since March 2021.
Website, pricing, platforms and company facts side by side.
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| Website | testsigma.com | softr.io |
| Pricing | ||
| Company | — | Startup from Germany · 50 - 99 employees · 2019 |
| Listed in |
In their own words, as submitted to SaaSHub.


Testsigma is a cloud based test automation platform for Agile & Continuous Delivery teams that simplifies automation for Web apps, iOS & Android Apps and APIs , Testsigma requires no setup or frameworks and enables teams to start automating from the first line of code Test authoring in...
Softr is the AI app builder for business operations. Build secure internal tools and portals with databases, workflow automation, and integrations included. Access control and granular permissions are built in, so non-technical teams can launch, maintain, and change their own tools without...
What each product offers, as listed by its team.


Possible disadvantages
An editorial look at what each product does well and who it suits.


Overall verdict
Why this product is good
Recommended for
Overall verdict
Why this product is good
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Walkthroughs and reviews on video.
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Build Business Apps with AI - That Actually Work | Softr
How often each product is chosen within a category, 0–100% relative to the other.


As answered by people managing Testsigma and Softr.
Softr's answer:
We launched Softr with a single vision: to give 1 billion business users the ability to build the tools they need — without relying on developers, without learning to code.
Softr is now powering over 1 million builders worldwide - including companies like Netflix, Google, Stripe, UPS, and Clay, who build and run the systems that power their business operations.
We’re a fully remote, distributed, and diverse team of curious, ambitious, and driven individuals.
Softr's answer:
Many app builders or out-of-the-box tools are either too rigid, too expensive, or fall apart the moment real users and real data are involved. Softr is different because it's built for actual business use from day one.
Describe what you need, and the AI Co-Builder generates a fully functional app — database, logic, and UI already connected. No generated code to debug, no developer needed to make it production-ready.
From there, you stay in control: customize through prompting or visual editing, manage data in Softr Databases or connect to existing tools, set up granular permissions, and connect to Softr MCP. As your business grows, your portal grows with it — without starting over or calling in a developer.
Softr's answer:
Over 1 million teams use Softr to build and run business operations apps: - Netflix - Google - Stripe - UPS - MIT - Clay - Celonis - Make
Softr's answer:
Unlike pure vibe coding platforms, Softr puts a clear boundary around what AI can generate. Business teams can customize the UI, without asking an LLM to generate or manage the security model, backend, credentials, or infrastructure.
Share your experience with using Testsigma and Softr. For example, how are they different and which one is better?
External articles and on-site reviews we used to compare the two products.


TestSigma is a test automation platform that allows users to write tests in simple, natural language. This makes it accessible to a wider range of users, not just those with coding skills. CI/CD integration allows for...
Testsigma is a cloud-based test automation platform that facilitates continuous testing with an intuitive natural language scripting approach. Its user-friendly interface is welcoming for non-technical users, while it...
With No frameworks, No setup, No coding, and No cost, this postman alternative takes API testing to another level. Testsigma is a Cloud-based, end-to-end automated API testing tool that enables everyone to automate...
Softr focuses on a narrower job and does it well: client portals, internal tools and directories built on top of data you already have, including Airtable, Google Sheets or its own database. If what you really want is...
By streamlining the traditionally time-consuming and costly website development process, Softr is championing the rise of no-code web development and unlocking limitless possibilities for individuals and businesses...
Recommendations tracked on public social media and blogs since March 2021.


Testsigma is an AI-driven test management platform focused on both manual and automated testing for modern, distributed teams. Pros:. - Source: dev.to / 11 months ago
Testsigma is an open-source and cloud-based AI testing tool that supports web, mobile, desktop, and API testing. Its AI Copilot helps teams generate, run, and maintain tests in natural language. It also allows for seamless integration... - Source: dev.to / over 1 year ago
Getting the setup right is crucial for making E2E tests reflect actual use cases and catch critical issues effectively. In fact, a study by Testsigma found that organizations that carefully define test scenarios beforehand can reduce... - Source: dev.to / over 1 year ago
Web Apps: - Start with Glideapps.com or softr.io - if you get comfortable and still like to build web apps learn bubble.io or weweb.io or flutterflow.com. Source: almost 3 years ago
Hey, My recommendation: - If you don't have previous knowledge start with one of the tools with a lower learning curve glideapps.com or softr.io - If you build a few apps with those, then I would start to learn one of the tools with a... Source: almost 3 years ago
You should try softr.io They have an amazing free plan. Source: almost 3 years ago
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