Page 18 | Compare Business Software for Python: July 2025 Reviews & Comparison

NVIDIA TensorRT

NVIDIA

NVIDIA TensorRT is an ecosystem of APIs for high-performance deep learning inference, encompassing an inference runtime and model optimizations that deliver low latency and high throughput for production applications. Built on the CUDA parallel programming model, TensorRT optimizes neural network models trained on all major frameworks, calibrating them for lower precision with high accuracy, and deploying them across hyperscale data centers, workstations, laptops, and edge devices. It employs techniques such as quantization, layer and tensor fusion, and kernel tuning on all types of NVIDIA GPUs, from edge devices to PCs to data centers. The ecosystem includes TensorRT-LLM, an open source library that accelerates and optimizes inference performance of recent large language models on the NVIDIA AI platform, enabling developers to experiment with new LLMs for high performance and quick customization through a simplified Python API.

Starting Price: Free

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Code::Blocks

Code::Blocks is a free, open-source, cross-platform Integrated Development Environment (IDE) primarily designed for C, C++, and Fortran development. Known for its lightweight design and modular structure, Code::Blocks offers a highly customizable interface with support for multiple compilers, including GCC, Clang, and Microsoft Visual C++. It features an intuitive, user-friendly interface with essential tools like syntax highlighting, code folding, auto-completion, and a robust debugging environment with breakpoints, variable inspection, and call stack tracing. Code::Blocks is highly extensible through plugins, enabling developers to add features like version control, scripting support, and custom build tools. Its lightweight nature, flexibility, and cross-platform compatibility make it a popular choice for students, educators, and developers working on small to medium-sized C/C++ projects.

Starting Price: Free

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Nuon

BYOC is a deployment model that is a hybrid of both SaaS and self-hosted. Software is deployed in a customer's cloud account and managed remotely by a vendor. Previously only reserved for the most technical and savvy teams, Nuon enables this for everyone. The tools we have today for deploying, monitoring and debugging software are designed for SaaS. SaaS is one size fits all, but modern deployments demand a custom configurations for different customer requirements. In traditional SaaS, even sensitive customer data must be stored within the vendor’s infrastructure. This is inefficient, expensive and makes it harder to integrate with customer data, LLMs and meet sovereignty requirements. SaaS was designed for large scale, ease of use systems and not modern business requirements. Define your BYOC applications using your existing infrastructure-as-code, containers and application code. Deploy Nuon as a side car alongside your existing self-hosted installs.

Starting Price: $0.10 per minute

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MLJAR Studio

MLJAR

It's a desktop app with Jupyter Notebook and Python built in, installed with just one click. It includes interactive code snippets and an AI assistant to make coding faster and easier, perfect for data science projects. We manually hand crafted over 100 interactive code recipes that you can use in your Data Science projects. Code recipes detect packages available in the current environment. Install needed modules with 1-click, literally. You can create and interact with all variables available in your Python session. Interactive recipes speed-up your work. AI Assistant has access to your current Python session, variables and modules. Broad context makes it smart. Our AI Assistant was designed to solve data problems with Python programming language. It can help you with plots, data loading, data wrangling, Machine Learning and more. Use AI to quickly solve issues with code, just click Fix button. The AI assistant will analyze the error and propose the solution.

Starting Price: $20 per month

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Llama 3.3

Tinify CDN

Tinify CDN is a robust content delivery network that enhances website performance by analyzing, optimizing, and delivering your site's files through a global network of servers. It seamlessly integrates Tinify's automated image optimization, eliminating the need for manual adjustments and ensuring optimal results consistently. Setting up Tinify CDN is straightforward, with installation guides available for popular content management systems and frameworks. Key features include advanced image optimization, secure HTTPS connections, global content delivery via three independent networks, instant configuration regardless of website architecture, simple image resizing through URL adjustments, and a user-friendly dashboard for managing settings and monitoring data usage. Additionally, Tinify CDN supports the use of custom domains, allowing businesses to maintain consistent brand identity and enhance trust and credibility with their audience.

Starting Price: $15 per month

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Prophesee Metavision

Prophesee

Metavision is an advanced event-based vision software toolkit developed by Prophesee, designed to facilitate the evaluation, design, and commercialization of event-based vision products. The SDK offers a comprehensive suite of tools, including 64 algorithms, 105 code samples, and 17 tutorials, enabling developers to efficiently build and deploy event-based applications. The open source architecture of Metavision SDK ensures full interoperability between software and hardware devices, fostering a rapidly growing event-based vision community. The platform covers a wide range of computer vision fields, such as machine learning, computer vision, camera calibration, and high-performance applications. Developers have access to extensive documentation, including over 300 pages of content, programming guides, and reference data, providing a solid foundation for product development. Metavision SDK5 PRO includes advanced add-ons like high-speed counting, spatter monitoring, and more.

Starting Price: Free

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Scout

Scout is a comprehensive platform that enables users to build, launch, and scale AI solutions efficiently. It offers a workflow builder for creating AI automations using models, web scraping, data storage, API calls, and customized logic. Users can set up automated content ingestion from various sources, including websites and documentation, and connect multiple large language models within a single workflow to find optimal solutions. Deployment options include Copilots for delivering AI-generated answers directly on websites, Slack integration for customer interactions, and APIs and SDKs for building custom AI applications at scale. Scout provides comprehensive testing and tuning features, including evaluations, real-time monitoring, and built-in logging to oversee workflow status, latency, and costs. The platform is trusted by teams building the future.

Starting Price: $49 per month

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PydanticAI

Pydantic

PydanticAI is a Python-based agent framework designed to simplify the development of production-grade applications using generative AI. Built by the team behind Pydantic, the framework integrates seamlessly with popular AI models such as OpenAI, Anthropic, Gemini, and others. It offers type-safe design, real-time debugging, and performance monitoring through Pydantic Logfire. PydanticAI also provides structured responses by leveraging Pydantic to validate model outputs, ensuring consistency. The framework includes a dependency injection system to support iterative development and testing, as well as the ability to stream LLM outputs for rapid validation. It is ideal for AI-driven projects that require flexible and efficient agent composition using standard Python best practices. We built PydanticAI with one simple aim: to bring that FastAPI feeling to GenAI app development.

Starting Price: Free

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Logfire

Pydantic

Pydantic Logfire is an observability platform designed to simplify monitoring for Python applications by transforming logs into actionable insights. It provides performance insights, tracing, and visibility into application behavior, including request headers, body, and the full trace of execution. Pydantic Logfire integrates with popular libraries and is built on top of OpenTelemetry, making it easier to use while retaining the flexibility of OpenTelemetry's features. Developers can instrument their apps with structured data, and query-ready Python objects, and gain real-time insights through visualizations, dashboards, and alerts. Logfire also supports manual tracing, context logging, and exception capturing, providing a modern logging interface. It is tailored for developers seeking a streamlined, effective observability tool with out-of-the-box integrations and ease of use.

Starting Price: $2 per month

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Instructor

Instructor is a tool that enables developers to extract structured data from natural language using Large Language Models (LLMs). Integrating with Python's Pydantic library allows users to define desired output structures through type hints, facilitating schema validation and seamless integration with IDEs. Instructor supports various LLM providers, including OpenAI, Anthropic, Litellm, and Cohere, offering flexibility in implementation. Its customizable nature permits the definition of validators and custom error messages, enhancing data validation processes. Instructor is trusted by engineers from platforms like Langflow, underscoring its reliability and effectiveness in managing structured outputs powered by LLMs. Instructor is powered by Pydantic, which is powered by type hints. Schema validation and prompting are controlled by type annotations; less to learn, and less code to write, and it integrates with your IDE.

Starting Price: Free

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Hyperbrowser

Hyperbrowser is a platform for running and scaling headless browsers in secure, isolated containers, built for web automation and AI-driven use cases. It enables users to automate tasks like web scraping, testing, and form filling, and to scrape and structure web data at scale for analysis and insights. Hyperbrowser integrates with AI agents to facilitate browsing, data collection, and interaction with web applications. It offers features such as automatic captcha solving to streamline automation workflows, stealth mode to bypass bot detection, and session management with logging, debugging, and secure resource isolation. The platform supports over 10,000 concurrent browsers with sub-millisecond latency, ensuring scalable and reliable browsing with a 99.9% uptime guarantee. Hyperbrowser is compatible with various tech stacks, including Python and Node.js, and provides both synchronous and asynchronous clients for seamless integration.

Starting Price: $30 per month

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ExcelMaster.ai

ExcelMaster.ai is an AI-powered Excel assistant that comprehends real-world Excel table structures, enabling it to generate accurate formulas and automate tasks through simple conversational inputs. It excels in handling complex formulas, VBA, and Python tasks, surpassing tools like Copilot and ChatGPT in data processing challenges. The platform offers a VBA Assistant for creating and refining customized VBA code, a Formula Assistant for precise formula generation, and Cell AI features including classification, keyword extraction, format conversion, sentiment analysis, and real-time translation. ExcelMaster.ai also provides data cleaning and preparation tools, converting, cleaning, and transforming data without the need for coding, thereby saving up to 90% of preparation time. The software supports both Windows Excel 2007 or later and a web version, ensuring compatibility across various platforms.

Starting Price: $1 per month

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LuGo-Test

Efficient, accurate, and fair assessments for your hiring needs. Use coding challenges to see how applicants write, compile, and run code. Browse their compilation history and see how applicants think. Our questions repository contains more than 300 technologies. Create a test by choosing the questions that best fit your job position needs. With themed tests, companies can implement their unique website design and product theme into our testing app. Our test application detects if candidates are using ChatGPT's website and disqualifies them if they do (after warning them first). During the test, the test app takes screenshots to verify the applicant does not copy the answers from the web. We use AI to show the risks. Verify your applicant is the only one taking the test. We use face detection to verify a human face is detected; the service will send a profile image report after the test is submitted.

Starting Price: $35 per month

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Opengrep

Opengrep is an open-source static code analysis engine designed to identify security vulnerabilities within codebases. As a fork of Semgrep, it maintains a similar focus on providing fast and powerful code pattern search capabilities across more than 30 programming languages, including Python, JavaScript, and Go. Opengrep enables developers to define custom rules for pattern matching, facilitating the detection of potential security issues and promoting adherence to coding standards. By integrating Opengrep into the development workflow, teams can proactively address vulnerabilities, thereby enhancing the overall security and reliability of their software projects.

Starting Price: Free

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Tetragon

Tetragon is a flexible Kubernetes-aware security observability and runtime enforcement tool that applies policy and filtering directly with eBPF, allowing for reduced observation overhead, tracking of any process, and real-time enforcement of policies. eBPF enables deep observability with low-performance overhead, mitigating risks without the latency introduced by user-space processing. Tetragon extends Cilium's design by recognizing workload identities like namespace and pod metadata, surpassing traditional observability. It offers pre-defined policy libraries for rapid deployment and operational insight, reducing setup time and complexity at scale. Tetragon blocks malicious activities at the kernel level, closing the window for exploitation without succumbing to TOCTOU attack vectors. Synchronous monitoring, filtering, and enforcement are performed entirely within the kernel using eBPF.

Starting Price: Free

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ScreenshotOne

ScreenshotOne is a screenshot API designed for developers to render website screenshots with a simple API call, eliminating the need to manage browser clusters and handle complex scenarios. The platform offers features such as removing ads, blocking cookie banners, and hiding chat widgets to ensure clean screenshots. It supports various customization options, including rendering in dark mode, hiding specific selectors, clicking on elements, and adding custom JavaScript and CSS. ScreenshotOne delivers pixel-perfect quality, accommodating any screen size or predefined device settings, and can capture full-page screenshots with rendered lazy-loaded images. Integration is straightforward, with support for multiple programming languages like Java, Go, Node.js, PHP, Python, Ruby, and C#. The platform also provides no-code integrations with tools such as Zapier, Airtable, and Bubble, allowing users to render website screenshots without writing code.

Starting Price: $17 per month

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ScrapFly

Scrapfly offers a suite of APIs designed to streamline web data collection for developers. Their web scraping API enables efficient extraction of web pages, handling challenges like anti-scraping measures and JavaScript rendering. The Extraction API utilizes AI and large language models to parse documents and extract structured data, while the screenshot API allows for capturing high-quality visuals of web pages. These tools are built to scale, ensuring reliability and performance as data needs grow. Scrapfly also provides comprehensive documentation, SDKs in Python and TypeScript, and integrations with platforms like Zapier and Make to facilitate seamless integration into various workflows.

Starting Price: $30 per month

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ScrapeGraphAI

ScrapeGraphAI is an AI-powered web scraping platform that transforms unstructured web content into clean, organized JSON data. Designed for AI agents and large language models, it enables users to extract data from various websites, including e-commerce, social media, and dynamic web applications, using natural language instructions. The platform offers a simple API with official SDKs for Python, JavaScript, and TypeScript, facilitating quick setup without complex configurations. ScrapeGraphAI adapts to website changes automatically, ensuring reliable data collection. It is built for scalability, featuring automatic proxy rotation and rate limiting, making it suitable for both startups and enterprises. The platform operates on a transparent, usage-based pricing model, starting with a free tier and scaling according to user needs. Additionally, ScrapeGraphAI provides an open source Python library that utilizes large language models and direct graph logic.

Starting Price: $20 per month

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LiveKit

LiveKit is a real-time platform that enables developers to build video, voice, and data capabilities into their applications. Building on WebRTC, it supports a broad range of frontend and backend platforms. LiveKit's network is optimized for ultra-low latency, extreme resiliency, and massive scale. Our team is distributed across the world, and our infrastructure delivers billions of minutes of audio and video every month. LiveKit provides SDK support across all major platforms, allowing you to code your application with a LiveKit client natively designed for your platform of choice. You can self-host LiveKit for free without changing a line of code, as the entire ecosystem of tools and services is Apache 2.0 open source. LiveKit offers a feature-rich platform, including SSO and RBAC for teams, enterprise-grade security with end-to-end encryption, noise and echo cancellation, session recording, stream ingestion, and moderation tools.

Starting Price: $50 per month

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raylib

raylib is a simple and easy-to-use library to enjoy video game programming. It is a programming library to enjoy video game programming; no fancy interface, no visual helpers, no GUI tools or editors, just coding in a pure spartan-programmers way. raylib does not provide the typical API documentation or a big set of tutorials. The library is designed to be minimalistic and be learned just from a cheat sheet with all required functionality and a big collection of examples to see how to use that functionality. The best way to learn to code is by reading code. raylib supports multiple target platforms, it has been tested in the following ones but, technically, any platform that supports C language and OpenGL graphics (or similar) can run raylib or it can be very easily ported to. You can use raylib with multiple programming languages, there are over 60 bindings. raylib can be combined with several extra libraries for additional functionality.

Starting Price: Free

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MeVisLab

MeVisLab is a powerful modular framework for image processing research and development, with a special focus on medical imaging. It allows fast integration and testing of new algorithms and the development of clinical application prototypes. The platform supports advanced software modules for segmentation, registration, volumetry, and functional analysis. Developers can utilize module programming, scripting, and network development within MeVisLab. The combination of visual programming, Python scripting, and C++ programming makes MeVisLab a powerful tool for developers.

Starting Price: Free

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Streamkap

Streamkap is a streaming data platform that makes streaming as easy as batch. Stream data from database (change data capturee) or event sources to your favorite database, data warehouse or data lake. Streamkap can be deployed as a SaaS or in a bring your own cloud (BYOC) deployment.

Starting Price: $600 per month

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SikuliX

SikuliX is an open source automation tool that enables users to automate any visible element on their desktop screens across Windows, Mac, or certain Linux/Unix systems. It utilizes image recognition powered by OpenCV to identify and interact with screen elements, allowing for the automation of tasks that are otherwise difficult to script. SikuliX offers an Integrated Development Environment (IDE) for writing visual scripts using screenshots, as well as a Java API for integrating image-based automation into existing applications. The software packages representing SikuliX are open source under the MIT license and publicly available for whatever use. SikuliX internally uses OpenCV to support image-related features and Tesseract for text features. The latest stable version, SikuliX 1.1.1, is recommended for use.

Starting Price: Free

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SEOwind

SEOwind is an all-in-one SEO content writing tool powered by advanced AI models, designed to streamline the creation of high-quality, data-driven content that ranks. Our platform employs a multi-agent AI system, integrating models like Claude 3.5, Gemini 1.5 Pro, Perplexity, and GPT-4o, to emulate a full marketing team, comprising a data researcher, SEO specialist, content writer, and editor, working cohesively to produce valuable content that drives traffic and revenue. With a research-first approach, SEOwind conducts in-depth SERP analysis, gathers real-time SEO data, and incorporates accurate statistics, quotes, and subject matter expert insights to ensure content credibility and relevance. Our unique CyborgMethod combines human-like content creation with Retrieval-Augmented Generation (RAG), facilitating the development of E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness) compliant articles.

Starting Price: $49 per month

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Mem0

Mem0 is a self-improving memory layer designed for Large Language Model (LLM) applications, enabling personalized AI experiences that save costs and delight users. It remembers user preferences, adapts to individual needs, and continuously improves over time. Key features include enhancing future conversations by building smarter AI that learns from every interaction, reducing LLM costs by up to 80% through intelligent data filtering, delivering more accurate and personalized AI outputs by leveraging historical context, and offering easy integration compatible with platforms like OpenAI and Claude. Mem0 is perfect for projects such as customer support, where chatbots remember past interactions to reduce repetition and speed up resolution times; personal AI companions that recall preferences and past conversations for more meaningful interactions; AI agents that learn from each interaction to become more personalized and effective over time.

Starting Price: $249 per month

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txtai

NeuML

txtai is an all-in-one open source embeddings database designed for semantic search, large language model orchestration, and language model workflows. It unifies vector indexes (both sparse and dense), graph networks, and relational databases, providing a robust foundation for vector search and serving as a powerful knowledge source for LLM applications. With txtai, users can build autonomous agents, implement retrieval augmented generation processes, and develop multi-modal workflows. Key features include vector search with SQL support, object storage integration, topic modeling, graph analysis, and multimodal indexing capabilities. It supports the creation of embeddings for various data types, including text, documents, audio, images, and video. Additionally, txtai offers pipelines powered by language models that handle tasks such as LLM prompting, question-answering, labeling, transcription, translation, and summarization.

Starting Price: Free

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fastText

fastText is an open source, free, and lightweight library developed by Facebook's AI Research (FAIR) lab for efficient learning of word representations and text classification. It supports both unsupervised learning of word vectors and supervised learning for text classification tasks. A key feature of fastText is its ability to capture subword information by representing words as bags of character n-grams, which enhances the handling of morphologically rich languages and out-of-vocabulary words. The library is optimized for performance and capable of training on large datasets quickly, and the resulting models can be reduced in size for deployment on mobile devices. Pre-trained word vectors are available for 157 languages, trained on Common Crawl and Wikipedia data, and can be downloaded for immediate use. fastText also offers aligned word vectors for 44 languages, facilitating cross-lingual natural language processing tasks.

Starting Price: Free

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Gensim

Radim Řehůřek

Gensim is a free, open source Python library designed for unsupervised topic modeling and natural language processing, focusing on large-scale semantic modeling. It enables the training of models like Word2Vec, FastText, Latent Semantic Analysis (LSA), and Latent Dirichlet Allocation (LDA), facilitating the representation of documents as semantic vectors and the discovery of semantically related documents. Gensim is optimized for performance with highly efficient implementations in Python and Cython, allowing it to process arbitrarily large corpora using data streaming and incremental algorithms without loading the entire dataset into RAM. It is platform-independent, running on Linux, Windows, and macOS, and is licensed under the GNU LGPL, promoting both personal and commercial use. The library is widely adopted, with thousands of companies utilizing it daily, over 2,600 academic citations, and more than 1 million downloads per week.

Starting Price: Free

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NLTK

The Natural Language Toolkit (NLTK) is a comprehensive, open source Python library designed for human language data processing. It offers user-friendly interfaces to over 50 corpora and lexical resources, such as WordNet, along with a suite of text processing libraries for tasks including classification, tokenization, stemming, tagging, parsing, and semantic reasoning. NLTK also provides wrappers for industrial-strength NLP libraries and maintains an active discussion forum. Accompanied by a hands-on guide that introduces programming fundamentals alongside computational linguistics topics, and comprehensive API documentation, NLTK is suitable for linguists, engineers, students, educators, researchers, and industry professionals. It is compatible with Windows, Mac OS X, and Linux platforms. Notably, NLTK is a free, community-driven project.

Starting Price: Free

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Business Software for Python - Page 18

Top Software that integrates with Python as of July 2025 - Page 18

NVIDIA TensorRT

Code::Blocks

Nuon

MLJAR Studio

Llama 3.3

Tinify CDN

Prophesee Metavision

Scout

PydanticAI

Logfire

Instructor

Hyperbrowser

ExcelMaster.ai

LuGo-Test

Opengrep

Tetragon

ScreenshotOne

ScrapFly

ScrapeGraphAI

LiveKit

raylib

MeVisLab

Streamkap

SikuliX

SEOwind

Mem0

txtai

fastText

Gensim

NLTK