Page 12 | Compare Business Software for Python: November 2025 Reviews & Comparison

Vega-Altair

The Vega-Altair open-source project is not affiliated with Altair Engineering, Inc. With Vega-Altair, you can spend more time understanding your data and its meaning. Altair’s API is simple, friendly and consistent and built on top of the powerful Vega-Lite visualization grammar. This elegant simplicity produces beautiful and effective visualizations with a minimal amount of code. The key idea is that you are declaring links between data columns and visual encoding channels, such as the x-axis, y-axis, color, etc. The rest of the plot details are handled automatically. Building on this declarative plotting idea, a surprising range of simple to sophisticated plots and visualizations can be created using relatively concise grammar.

Starting Price: Free

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Matplotlib

Matplotlib is a comprehensive library for creating static, animated, and interactive visualizations in Python. Matplotlib makes easy things easy and hard things possible. A large number of third party packages extend and build on Matplotlib functionality, including several higher-level plotting interfaces (seaborn, HoloViews, ggplot, ...), and a projection and mapping toolkit (Cartopy).

Starting Price: Free

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YASARA

YASARA is a molecular graphics, modeling, and simulation program for Windows, Linux, MacOS, and Android developed in 1993, that finally makes it really easy to answer your questions. With an intuitive user interface, photorealistic graphics, and support for affordable virtual reality headsets, shutter glasses, autostereoscopic displays, and input devices, YASARA creates a new level of interaction with the 'artificial reality', that allows you to focus on your goal and forget about the details of the program. YASARA is powered by PVL (Portable Vector Language), a new development framework that provides performance way above traditional software. PVL allows you to visualize even the largest proteins and enables true interactive real-time simulations with highly accurate force fields on standard PCs, making use of GPUs if available. You can push and pull molecules around and work with dynamic models instead of static pictures.

Starting Price: Free

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doqs

Upload a PDF file as a template. Files containing a form will be detected and imported automatically. Adjust and create field annotations in our interactive template builder. Pass your data as a JSON Payload to our API. Chose the programming language or tool you are most familiar with, e.g. JavaScript, Python or a No-Code integration like Zapier. Directly get your PDF from our API. It is that simple! No extra calls are necessary to retrieve the PDF file. Use doqs to automatically generate documents such as commercial agreements, lease agreements, or any other real estate firm. Use doqs to fill out your national tax declaration forms, create invoices or fill bank account opening documents.

Starting Price: €25 per month

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AI Dev Codes

Create simple but fully custom and interactive web pages just by chatting with AI. Uses OpenAI's advanced ChatGPT text generation model. Automatically generates appropriate images with stable diffusion if requested. Optional voice interface with leading-edge realistic text-to-speech. Free hosting at user paths, or custom subdomain at padhub.xyz for $1/month. Mock-ups for discussion. Prompts and images with Stable Diffusion. Internal or one-off tools that need some basic custom code. Utility or informational pages. Illustrated creative writing experiments. Finished sites (with some persistence and prompt engineering, and maybe a link to an external stylesheet). Templating to help with generating more attractive pages coming soon. This site lets you create simple web pages with custom content and functionality generated by AI. It integrates the ChatGPT and Stability.ai APIs to facilitate that.

Starting Price: $1 per month

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Metatext

Build, evaluate, deploy, and refine custom natural language processing models. Empower your team to automate workflows without hiring an AI expert team and costly infra. Metatext simplifies the process of creating customized AI/NLP models, even without expertise in ML, data science, or MLOps. With just a few steps, automate complex workflows, and rely on intuitive UI and APIs to handle the heavy work. Enable AI into your team using a simple but intuitive UI, add your domain expertise, and let our APIs do all the heavy work. Get your custom AI trained and deployed automatically. Get the best from a set of deep learning algorithms. Test it using a Playground. Integrate our APIs with your existing systems, Google Spreadsheets, and other tools. Select the AI engine that best suits your use case. Each one offers a set of tools to assist creating datasets and fine-tuning models. Upload text data in various file formats and annotate labels using our built-in AI-assisted data labeling tool.

Starting Price: $35 per month

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Vald

Vald is a highly scalable distributed fast approximate nearest neighbor dense vector search engine. Vald is designed and implemented based on the Cloud-Native architecture. It uses the fastest ANN Algorithm NGT to search neighbors. Vald has automatic vector indexing and index backup, and horizontal scaling which made for searching from billions of feature vector data. Vald is easy to use, feature-rich and highly customizable as you needed. Usually the graph requires locking during indexing, which cause stop-the-world. But Vald uses distributed index graph so it continues to work during indexing. Vald implements its own highly customizable Ingress/Egress filter. Which can be configured to fit the gRPC interface. Horizontal scalable on memory and cpu for your demand. Vald supports to auto backup feature using Object Storage or Persistent Volume which enables disaster recovery.

Starting Price: Free

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Refact.ai

Refact AI

Refact.ai is a cutting-edge, open-source AI coding assistant designed to enhance developer productivity through intelligent code completion, real-time code reviews, and personalized support. By integrating with popular IDEs like VS Code, JetBrains, and PyCharm, Refact.ai provides a seamless development experience, offering personalized auto-completion, code refactoring, and AI-driven suggestions based on your unique codebase. With the ability to fine-tune models using company-specific data, Refact.ai optimizes its performance for better accuracy and faster code generation. Whether you're building new features or improving existing code, Refact.ai ensures your development process is more efficient, secure, and aligned with best practices.

Starting Price: $0

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June

We studied what and how to track products so you can understand your users like the best companies do. Know the companies behind the numbers. Dive into company profiles instead of random IDs. Use our zero-setup report to validate, iterate and celebrate your features. Measure overall how many users or companies use, adopt and return to your features to validate its success. Get feedback on your features from the right people. Talk to who loved your feature, and who tried it once and never came back. Why isn’t your team celebrating your first 5, 50 and 500 users? Our reports have milestones your team can be proud to reach. Compare your launches with the other features in your product. Understand adoption and usage compared to the rest of your product.

Starting Price: $149 per month

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Cody

Sourcegraph

Cody, Sourcegraph’s AI code assistant goes beyond individual dev productivity, helping enterprises achieve consistency and quality at scale with AI. Unlike traditional coding assistants, Cody understands the entire codebase, enabling deeper contextual awareness for smarter autocompletions, refactoring, and AI-driven code suggestions. It integrates with IDEs like VS Code, Visual Studio, Eclipse, and JetBrains, providing inline editing and chat without disrupting workflows. Cody also connects with tools like Notion, Linear, and Prometheus to enhance development context. Powered by advanced LLMs like Claude Sonnet 4 and GPT-4o, it optimizes speed and performance based on enterprise needs, and is always adding the latest AI models. Developers report significant efficiency gains, with some saving up to six hours per week and doubling their coding speed.

Starting Price: $59

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Ai Intern

With AI Intern skip the grind and focus on the big picture. Efficiently complete research, generate quality content and quickly respond to a wide range of questions. Streamline workflow and save time for more important tasks. Sick of juggling customer inquiries, summaries, reports, meeting plans, or budgets? Create an inspirational image to communicate a design concept. Craft perfect, on-brand emails in a snap. AI Intern can't make your coffee yet, but it can make your workday less bitter. Create any type of content with AI-powered assistance. Although we know a good buddy is worth more than gold, we're making it accessible to all, no matter who you are. Get started right away! No credit card is needed. If you need a coding sidekick, or you're stuck on a creative task but feeling uninspired, Ai Intern is for you. Text from English to Spanish, social media posts, financial reports, job descriptions, technical specifications, etc.

Starting Price: $12 per month

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Lightly

Develop your apps efficiently with Multilingual cloud IDE - Lightly. Create high-quality code in no time with AI-generated code and collaborative development features. Lightly is a powerful cloud IDE that supports multiple programming languages, including Java, Python, C++, HTML, JavaScript. Write, run, and debug code on iPad, anywhere, anytime. The AI-generated code feature helps you quickly generate code. Collaborative development enables easy team collaboration in real-time. Lightly can deploy and host your projects without managing infrastructures. We'll provide project images to efficiently help you deploy on AWS, Azure, GCP, or any other cloud provider. You focus on your creativity and ideas, and let the AI programming assistant do the rest for you!

Starting Price: $9 per month

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Extism

Dylibso

Extism is an open-source, universal plug-in system to make all software programmable, and it's powered by WebAssembly. In-depth documentation, constantly updated as the project grows. 15+ officially supported Host SDKs, making Extism embeddable in the most popular languages. 7+ officially supported PDKs, to write plug-ins in whichever language a developer would like. A growing set of runtime features makes Extism an excellent plug-in system for apps of all types & sizes. Fully-featured canonical reference demo with Elixir host SDK, and plugins in Rust, TypeScript, & Javascript. Implementation of a turn-based multiplayer game platform and games included to play and review. Games are implemented as WebAssembly modules containing a specific set of exports. Check out the source code on GitHub, download the installer, and get started. 100% open-source code. Fork it, experiment, & run your own game server.

Starting Price: Free

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Textbelt

Textbelt is a no-nonsense SMS API built for developers who just want to send SMS. Thousands of customers prefer Textbelt over other SMS providers for our ease of setup, simple, predictable pricing packages, and personal support. No recurring billing, unnecessary add-ons, or client libraries. Send 1 free text per day. Create your own key to send more messages afterward. Textbelt offers open-source and paid versions. An SMS provider you can trust. Textbelt has worked with thousands of developers and businesses since 2012. Delivery statuses are not standardized between mobile carriers. For example, some carriers will report SMS as "delivered" when they attempt transmission to the handset while other carriers actually report delivery receipts from the handsets. Textbelt lets you receive replies after you've sent an SMS. Replies are sent by webhook, meaning you will have to set up an HTTP or HTTPS route on your website that will process inbound SMS.

Starting Price: $3 per 50 texts

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Luminal

Luminal gives you the power of Python for spreadsheet processing with none of the complexity. Clean, transform or analyze large amounts of data using nothing but natural language. If it's supported by Python, it's supported by Luminal. Perform powerful cleaning operations, answer sophisticated questions and create beautiful visualizations. Don't waste your time manually processing data in Excel or writing a Python script to do the work. Let Luminal take care of it and save hours. At Luminal, we prioritize the protection of our customers' data and strictly comply with security regulations. Ensuring the security of customer information is core to our company culture.

Starting Price: $16 per user per month

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Piloterr

Piloterr API handles crawlers and rotates proxies for you. Piloterr is a software platform that enables forward-thinking companies to leverage the full potential of the web. Piloterr gives you the tools and know-how to grow your business faster. We are always expanding our code and building new APIs for different search engines. You can create a feature request on our Roadmap. We aren't able to build APIs for every websites for a variety of reasons but we do always make additions where they are needed and able to be done. Only successful requests are counted towards your monthly searches. Cached, errored and failed searches are not. We are always happy to help users to be able to use our API! You can chat us and we'll try and get back to you within a single business day.

Starting Price: $49 EUR/month

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Peekalink

Our in-house developed algorithm works around missing website metadata and platform throttling. Tested against the top 1000 websites, we achieved a 98% success rate. We provide optimized link thumbnails and icons, served by our global CDN for blazing-fast load times. Apart from websites, you can also preview images, GIFs and videos. More coming soon. You protect your users by using our service instead of in-device previews. Their IP is not leaked, we provide redirection trails to avoid redirect fingerprinting and upgrade links to HTTPS automatically. We integrate popular platforms' SDKs to provide extra information when previewing their links. For example, the number of retweets a tweet has or the number of subscribers a Youtube channel has.

Starting Price: $29 per month

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QuickChart

Add charts to emails, reports, and anywhere else. Over 3 billion charts are rendered for users around the world. Generate chart images with a simple, open API. Our chart API generates chart images, QR codes, and more. We're built on Chart.js, the most popular open-source charting library. We'll render any Chart.js configuration. Start by putting your Chart.js definition in a URL. Let's get creative! You can use all static customization options available in Chart.js. Visit our chart gallery to see different chart types and plugins: bar charts, line graphs, pie charts, and much more. QuickChart easily integrates with many no-code tools. Use our no-code chart maker to create custom chart templates that you can embed dynamically in spreadsheets, Airtable, Bubble, AppSheet, Thunkable, and many other no-code tools. Rendering at scale is difficult and resource intensive. We've put a lot of working into taking care of the most difficult parts so you can focus on building your application.

Starting Price: $40

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Interval

Interval generates full web apps just from backend Node.js or Python code. If you love writing code but hate building UIs, you'll love building with Interval. Interval introduces a new programming model for building UIs. Simply make Interval SDK calls alongside your business logic, and Interval automatically produces UIs in your browser. Interval's component library compresses the tedious work of building and wiring up UIs for your tools into simple async method calls placed within your business logic. Interval automatically validates input in the UI and on the backend. The method call doesn't resolve until the user enters valid input. Interval renders a responsive, accessible UI in the user's browser. Interval returns the user-submitted value to your backend. All the network communication is handled for you—no need to write APIs for your internal tools.

Starting Price: $10 per user per month

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Prefix

Stackify

It’s easy to maximize app performance with your FREE preview trial of Prefix featuring OpenTelemetry. With the latest open-source observability protocol, OTel Prefix streamlines application development with universal telemetry data ingestion, unmatched observability, and extended language support. OTel Prefix puts the power of OpenTelemetry in the hands of developers, supercharging performance optimization for your entire DevOps team. With unmatched observability across user environments, new technologies, frameworks, and architectures, OTel Prefix simplifies every step in code development, app creation, and ongoing performance optimization for your apps and your team! With Summary Dashboards, consolidated logs, distributed tracing, smart suggestions, and the ability to jump from logs to traces (and back), Prefix puts powerful APM capabilities in the hands of developers.

Starting Price: $99 per month

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ToDesktop

We sign your desktop app with EV Microsoft Authenticode and Apple Gatekeeper certificates. Code signing is super-important because your app downloads and installs without warning dialogs. Your app will regularly auto-update to ensure the underlying browser is always up to date. Plus, this is how we deliver performance improvements, security patches, and additional features to your app. You'll get a customized installer for Windows, Mac and Linux. We even provide a magic link you can send your users which will detect their operating system and download the most up-to-date version of your app. ToDesktop will detect your icon and colors when you give it your web app's URL. Don't worry you can edit them if we don't get it right.

Starting Price: $58 per month

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Atri Framework

Atri Labs

Atri framework is a full-stack web development framework to build Progressive Web Apps. Use our visual editor to increase your productivity. You can also add your custom React code. Currently, we support Python for backend development. We are planning to add support for NodeJS soon. Our CLI provides rich support for easy deployment at your platform of choice such as GitHub Pages, AWS, etc. Atri framework comes with a suite of productivity tools such as a visual editor, asset management tools, etc. that significantly reduce development time from months to hours. Atri framework is extending the definition of full-stack to include non-web developers in the development and maintenance of an app.

Starting Price: $100 per user per month

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Akira AI

Akira.ai provides businesses with Agentic AI, a set of specialized AI agents designed to optimize and automate complex workflows across various industries. These AI agents collaborate with human teams, enhancing productivity, making real-time decisions, and automating repetitive tasks, such as data analysis, incident management, and HR processes. The platform integrates smoothly with existing systems, including CRMs and ERPs, ensuring a disruption-free transition to AI-enhanced operations. Akira’s AI agents help businesses streamline their operations, increase decision-making speed, and boost overall efficiency, driving innovation across sectors like manufacturing, finance, and IT.

Starting Price: $15 per month

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ZenML

Simplify your MLOps pipelines. Manage, deploy, and scale on any infrastructure with ZenML. ZenML is completely free and open-source. See the magic with just two simple commands. Set up ZenML in a matter of minutes, and start with all the tools you already use. ZenML standard interfaces ensure that your tools work together seamlessly. Gradually scale up your MLOps stack by switching out components whenever your training or deployment requirements change. Keep up with the latest changes in the MLOps world and easily integrate any new developments. Define simple and clear ML workflows without wasting time on boilerplate tooling or infrastructure code. Write portable ML code and switch from experimentation to production in seconds. Manage all your favorite MLOps tools in one place with ZenML's plug-and-play integrations. Prevent vendor lock-in by writing extensible, tooling-agnostic, and infrastructure-agnostic code.

Starting Price: Free

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BotCity

With the proliferation of user-created Python scripts and AIs outside of IT governance, companies face increasing risks of Shadow IT, such as security breaches, compliance issues, and loss of operational control. BotCity solves this scenario with a centralized governance platform, enterprise orchestration, and real-time visibility into all Python automations, including AI-driven ones. In addition, it enables you to accelerate hyperautomation initiatives with RPA and AI, reduce costs (up to 5x lower than low-code platforms), and run bots flexibly on VMs, containers, and serverless environments, with support for systems such as SAP, Citrix, Windows, and Linux. Free 30-day trial available.

Starting Price: 30-day trial

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Robocorp

Robocorp’s Open Source Gen2 RPA is better, faster, and is the most cost-effective RPA platform in the world, built for developers and teams that want to work smarter, not harder. Teams can build, optimize and accelerate automation on the fly all while significantly cutting down on the infrastructure burden needed to run Gen1 RPA tools. Teams that run Robocorp save up to 80% of what they’ve traditionally paid by running Gen1 tools. Robocorp’s technology empowers developers to build any automation that their team can dream up. Our programmable approach leverages a powerful open-source ecosystem of libraries and keywords that provides you the flexibility to build automation that you can count on. Our RPA framework automation stack is built on top of Python. Now developers are able to quickly build, integrate, deploy, analyze, and maintain complex automation with Robocorp. Monitor, manage, and visualize your automation in a single pane of glass.

Starting Price: $100 per month

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Yuan Jhen DevOps PaaS

Yuan Jhen Information

Yuan Jhen DevOps PaaS is a comprehensive cloud-based solution that revolutionizes development and deployment. With DevOps PaaS, developers, and DevOps teams can effortlessly create, update, deploy, run, and manage applications without dealing with underlying infrastructure, operating systems, or physical devices. Instantly deploy apps in various environments, including Java, PHP, Ruby, Node.js,.NET, Python, and Go. In addition, we provide a variety of pre-configured clusters for popular programs like as WordPress, Magento, MySQL, PostgreSQL, NGINX, Tomcat, GlassFish, WildFly, Docker, and Kubernetes.

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DevCycle

DevCycle is the leading feature management platform that combines the benefits of OpenFeature and continuous delivery. Open Source Flexibility + SaaS Simplicity: DevCycle is the only platform where OpenFeature is built-in to its SDKs and fully committed to the open standards community with open source SDKs and APIs. This flexibility is combined with DevCycle’s edge architecture and local bucketing to provide teams high scalability and low latency partnered with enterprise-level security and compliance guarantees. Total Observability Into Your Feature Flags: Teams have complete visibility into all their features across their organization. DevCycle observability integrations help track, monitor and diagnose feature flag usage while developer integrations and tooling give full control and visibility into feature flags within code. Customized Release Strategies: Teams can choose their preferred feature release strategies with advanced tools for gradual and percentage based rollout

Starting Price: 0

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Falcon-40B

Technology Innovation Institute (TII)

Falcon-40B is a 40B parameters causal decoder-only model built by TII and trained on 1,000B tokens of RefinedWeb enhanced with curated corpora. It is made available under the Apache 2.0 license. Why use Falcon-40B? It is the best open-source model currently available. Falcon-40B outperforms LLaMA, StableLM, RedPajama, MPT, etc. See the OpenLLM Leaderboard. It features an architecture optimized for inference, with FlashAttention and multiquery. It is made available under a permissive Apache 2.0 license allowing for commercial use, without any royalties or restrictions. ⚠️ This is a raw, pretrained model, which should be further finetuned for most usecases. If you are looking for a version better suited to taking generic instructions in a chat format, we recommend taking a look at Falcon-40B-Instruct.

Starting Price: Free

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Falcon-7B

Technology Innovation Institute (TII)

Falcon-7B is a 7B parameters causal decoder-only model built by TII and trained on 1,500B tokens of RefinedWeb enhanced with curated corpora. It is made available under the Apache 2.0 license. Why use Falcon-7B? It outperforms comparable open-source models (e.g., MPT-7B, StableLM, RedPajama etc.), thanks to being trained on 1,500B tokens of RefinedWeb enhanced with curated corpora. See the OpenLLM Leaderboard. It features an architecture optimized for inference, with FlashAttention and multiquery. It is made available under a permissive Apache 2.0 license allowing for commercial use, without any royalties or restrictions.

Starting Price: Free

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Business Software for Python - Page 12

Top Software that integrates with Python as of November 2025 - Page 12

Vega-Altair

Matplotlib

YASARA

doqs

AI Dev Codes

Metatext

Vald

Refact.ai

June

Cody

Ai Intern

Lightly

Extism

Textbelt

Luminal

Piloterr

Peekalink

QuickChart

Interval

Prefix

ToDesktop

Atri Framework

Akira AI

ZenML

BotCity

Robocorp

Yuan Jhen DevOps PaaS

DevCycle

Falcon-40B

Falcon-7B