Page 13 | Compare Business Software for Python: September 2025 Reviews & Comparison

Dynamo BIM

An introductory resource for beginners and a long-term reference. See this structured explanation of everything from data management to computational geometry and working with Revit. A community-powered, comprehensive reference to the functionality and utility of every node in Dynamo. Use the Dynamo Dictionary as a quick reference or an in-depth guide to extend your skills and empower your graphs. Dynamo hosts a thriving ecosystem for development. This page takes you down the rabbit hole of all of the tools available for customizing your Dynamo experience. From top-to-bottom, we’ll start with the ‘out-of-the-box’ options and go deeper as we progress down the page. The Introductory tutorial videos reflect the visually refreshed Dynamo from version 2.13 onwards, including new graph authoring features. The advanced tutorial videos are legacy content that has been created for the Dynamo 1.X environment.

Starting Price: Free

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LeaderGPU

Conventional CPUs can no longer cope with the increased demand for computing power. GPU processors exceed the data processing speed of conventional CPUs by 100-200 times. We provide servers that are specifically designed for machine learning and deep learning purposes and are equipped with distinctive features. Modern hardware based on the NVIDIA® GPU chipset, which has a high operation speed. The newest Tesla® V100 cards with their high processing power. Optimized for deep learning software, TensorFlow™, Caffe2, Torch, Theano, CNTK, MXNet™. Includes development tools based on the programming languages Python 2, Python 3, and C++. We do not charge fees for every extra service. This means disk space and traffic are already included in the cost of the basic services package. In addition, our servers can be used for various tasks of video processing, rendering, etc. LeaderGPU® customers can now use a graphical interface via RDP out of the box.

Starting Price: €0.14 per minute

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DeepSpeed

Microsoft

DeepSpeed is an open source deep learning optimization library for PyTorch. It's designed to reduce computing power and memory use, and to train large distributed models with better parallelism on existing computer hardware. DeepSpeed is optimized for low latency, high throughput training. DeepSpeed can train DL models with over a hundred billion parameters on the current generation of GPU clusters. It can also train up to 13 billion parameters in a single GPU. DeepSpeed is developed by Microsoft and aims to offer distributed training for large-scale models. It's built on top of PyTorch, which specializes in data parallelism.

Starting Price: Free

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ScrapingBypass

ScrapingBypass Web Scraping API can bypass all anti-bot detection, Bypass Cloudflare, CAPTCHA verification, WAF, and CC protection. Provides HTTP API and Proxy with a built-in global exclusive high hidden static residential proxy IP. Includes interface address, request parameters, return processing. Also allows setting of Referrer, browser UA, headless status, and other browser fingerprint device features. Support: Python, Curl, Java, NodeJS Bypass CAPTCHA Verification Code Available to CAPTCHA, GeeTest and other verification codes Bypass Cloudflare Verification Bypass Cloudflare anti-bot scraping shield WAF, CC protection Unlimited Data Scraping Built-in one-stop global exclusive high hidden static proxy IP

Starting Price: $5.9/3 days

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Kedro

Kedro is the foundation for clean data science code. It borrows concepts from software engineering and applies them to machine-learning projects. A Kedro project provides scaffolding for complex data and machine-learning pipelines. You spend less time on tedious "plumbing" and focus instead on solving new problems. Kedro standardizes how data science code is created and ensures teams collaborate to solve problems easily. Make a seamless transition from development to production with exploratory code that you can transition to reproducible, maintainable, and modular experiments. A series of lightweight data connectors is used to save and load data across many different file formats and file systems.

Starting Price: Free

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DevGPT

Elevate your development game. with DevGPT We handle the routine coding, you focus on more complex and fulfilling tasks, by turning tasks to code. Click below and start transforming your coding experience in just 40 seconds. Generate custom code trained on your own repository and sync effortlessly. A new level of personalized automation in coding. Our AI model generates code in an average of 40 seconds, allowing for rapid prototyping and quicker go-to-market times. Achieve more with fewer resources. With automatically generated unit tests and AI-powered debugging, DevGPT ensures your code meets the highest quality standards. Reduce errors and elevate your end product. Code smarter, not harder. DevGPT understands your code base to deliver precise, ready-to-deploy solutions. Say goodbye to the stress of disorganization and hello to a more focused, efficient, and successful you

Starting Price: $15.99 per month

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SuprSend

SuprSend has built-in integration with all channels and major providers. You can start with one channel, and add more channels within minutes. Add or remove providers without any lock-in, and route notifications between them easily. Empower the product team to design and manage templates on all channels at a central place. SuprSend provides powerful visual editors for all channels, decoupling templates from code. Send notifications on all channels with a single trigger. Maximize delivery, reduce latency and make notifications meaningful by configuring intelligent fallbacks, retries, and smart routing between channels. Send instant alerts to a large list of users and keep your users up to speed with key actions. Send OTPs, verification mails and activity updates instantly with high throughput and low latency.

Starting Price: $99 per month

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journy.io

Stop crunching data scattered across various sources, searching for revenue potential and churn risks. Collect product, customer, and subscription data into journy.io, discover ideal customer profiles and their preferred product features, and engage with the most promising accounts and users. Get a deep understanding of common data points and key usage patterns that most impact acquisition, conversion, expansion, and churn. Trigger playbook automation on specific users from the most/least promising accounts to reach aspired conversion, expansion, and retention goals. Optimize these plays over time. Orchestrate engagement processes with 3rd party apps, using live-synced real-time product data. journy.io starts email drip campaigns, creates sales tasks in your CRM, triggers in-app onboarding sequences, or sends team notifications on Slack.

Starting Price: €200 per month

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Tabular

Tabular is an open table store from the creators of Apache Iceberg. Connect multiple computing engines and frameworks. Decrease query time and storage costs by up to 50%. Centralize enforcement of data access (RBAC) policies. Connect any query engine or framework, including Athena, BigQuery, Redshift, Snowflake, Databricks, Trino, Spark, and Python. Smart compaction, clustering, and other automated data services reduce storage costs and query times by up to 50%. Unify data access at the database or table. RBAC controls are simple to manage, consistently enforced, and easy to audit. Centralize your security down to the table. Tabular is easy to use plus it features high-powered ingestion, performance, and RBAC under the hood. Tabular gives you the flexibility to work with multiple “best of breed” compute engines based on their strengths. Assign privileges at the data warehouse database, table, or column level.

Starting Price: $100 per month

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Cosine Genie

Cosine

Whether it’s high-level or nuanced, Cosine can understand and provide superhuman level answers. We're not just an LLM wrapper – we combine multiple heuristics including static analysis, semantic search and others. Simply ask Cosine how to add a new feature or modify existing code and we’ll generate a step by step guide. Cosine indexes and understands your codebase on multiple levels. From a graph relationship between files and functions to a deep semantic understanding of the code, Cosine can answer any question you have about your codebase. Genie is the best AI software engineer in the world by far - achieving a 30% eval score on the industry standard benchmark SWE-Bench. Genie is able to solve bugs, build features, refactor code, and everything in between either fully autonomously or paired with the user, like working with a colleague, not just a copilot.

Starting Price: $20/month

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MERCI Cloud ERP

MERCI

Merci Cloud ERP is an all-in-one, affordable ERP solution to manage your entire business from sales & customer relationships to financials & operations and more. We strive to help businesses to streamline processes, act on timely information & accelerate business growth. Hosted on AWS Cloud, Merci Cloud ERP aims to provide a reliable and fast user-friendly experience. We also ensure the security of your data with automated backups, and automatic failover systems. We also guarantee 99.9% uptime to make sure your business runs fine. We provide seamless access to our services from any device globally be it a desktop computer, mobile, iOS, or Android device. You can operate from offices, warehouses, godowns, factories, or even a car. MERCI Cloud ERP is completely customizable and can be conveniently tailored to your business needs. We support 100% customization to meet your requirements. We also provide smooth system analysis and proudly present it as our USP.

Starting Price: Free

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Koyeb

Push code to production, everywhere, in minutes with Koyeb. Accelerate backend apps at the edge with high-performance hardware. Connect your GitHub account to Koyeb, choose a repository to deploy, and leave us the infrastructure. We build, deploy, run, and scale your application with zero configuration. Simply git push, and we build and deploy your app with blazing fast built-in continuous deployment. Develop fearlessly with native versioning of all deployments. Build Docker containers, host them on any registry, and atomically deploy your new version worldwide in a single API call. Invite your team to build together and enjoy a live preview after each push with built-in CI/CD. The Koyeb platform lets you combine the languages, frameworks, and technologies you use. Deploy any application without modifications thanks to native support of popular languages and Docker containers. Koyeb detects and builds apps in Node.js, Python, Go, Ruby, Java, PHP, Scala, Clojure, and more.

Starting Price: $2.7 per month

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AppMap

Runtime code reviews for every code change in the code editor and in CI. Catch runtime performance, security, and stability problems while you code, before they hit production. Collaborate on a team member’s application behavior problem without having to replicate their environment. Automate AppMap generation in CI, get alerts for performance and security flaws, and compare observability and alerts across branches and teams. Run AppMap in CI to automate observability, create OpenAPI docs, and much more. AppMap code reviews link to rich resources that enable you to uncover the root causes of unexpected behavior. Sequence diagrams diffs vividly showcase behavioral changes in your code.

Starting Price: $15 per user per month

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PostgresML

PostgresML is a complete platform in a PostgreSQL extension. Build simpler, faster, and more scalable models right inside your database. Explore the SDK and test open source models in our hosted database. Combine and automate the entire workflow from embedding generation to indexing and querying for the simplest (and fastest) knowledge-based chatbot implementation. Leverage multiple types of natural language processing and machine learning models such as vector search and personalization with embeddings to improve search results. Leverage your data with time series forecasting to garner key business insights. Build statistical and predictive models with the full power of SQL and dozens of regression algorithms. Return results and detect fraud faster with ML at the database layer. PostgresML abstracts the data management overhead from the ML/AI lifecycle by enabling users to run ML/LLM models directly on a Postgres database.

Starting Price: $.60 per hour

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SigNoz

SigNoz is an open source Datadog or New Relic alternative. A single tool for all your observability needs, APM, logs, metrics, exceptions, alerts, and dashboards powered by a powerful query builder. You don’t need to manage multiple tools for traces, metrics, and logs. Get great out-of-the-box charts and a powerful query builder to dig deeper into your data. Using an open source standard frees you from vendor lock-in. Use auto-instrumentation libraries of OpenTelemetry to get started with little to no code change. OpenTelemetry is a one-stop solution for all your telemetry needs. A single standard for all telemetry signals means increased developer productivity and consistency across teams. Write queries on all telemetry signals. Run aggregates, and apply filters and formulas to get deeper insights from your data. SigNoz uses ClickHouse, a fast open source distributed columnar database. Ingestion and aggregations are lightning-fast.

Starting Price: $199 per month

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JinaChat

Jina AI

Experience JinaChat, a pioneering LLM service tailored for pro users. JinaChat ushers in a new era of multimodal chat capabilities, extending beyond text to incorporate images and more. Delight in our offer of free short interactions under 100 tokens. Our API empowers developers to leverage long conversation histories and eliminate redundant prompts to build complex applications. Dive headfirst into the future of LLM services with JinaChat, where conversations are multimodal, long-memory, and affordable. Modern LLM applications often hinge on lengthy prompts or extensive memory, leading to high costs when similar prompts are repeatedly sent to the server with only minor changes. JinaChat's API solves this problem by letting you carry forward previous conversations without resending the entire prompt. This saves you both time and money, making it the perfect tool for developing complex applications like AutoGPT.

Starting Price: $9.99 per month

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Betterscan.io

Reduce MTTD & MTTR with full coverage within minutes of using. Full DevSecOps toolchain across your all environments, implementing and collecting evidence as part of your continuous security. Unified and de-duplicated across all the layers we orchestrate. One line to add several thousand checks + AI. It was built with security in mind, and we have avoided common security mistakes and pitfalls. Understands modern technologies. All are callable via REST API. Integrateable with CI/CD systems, lightweight and fast. You can self-host it for 100% code control and transparency, or run source available binary only in your own CI/CD. Use a source-available solution for complete control and transparency. Trivial setup, no software installation, compatible with many programming languages. Detects more than several thousand code and infrastructure issues and counting. You can review the issues, mark them as false positives, and collaborate on issues.

Starting Price: €499 one-time payment

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Elastic APM

Elastic

Get deep visibility into your cloud-native and distributed applications — from microservices to serverless architectures — and quickly identify and resolve root causes of issues. Seamlessly adopt APM to automatically identify anomalies, map service dependencies, and simplify investigations into outliers and abnormal behavior. Optimize your application code with extensive support for popular languages, OpenTelemetry, and distributed tracing. Identify performance issues with automated and curated visual representation of all dependencies, including cloud, messaging, data store, and third-party services and their performance data. Drill into anomalies, transaction details, and metrics for deeper analysis.

Starting Price: $95 per month

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McAnswers AI

McAnswers is an AI tool specifically designed for coders to simplify their coding journey. Quickly find and fix code errors and get precise suggestions for code improvement. McAnswers AI supports multiple programming languages. Our AI chatbot for programmers is designed to be a virtual assistant that can help you with a wide range of programming-related tasks.

Starting Price: $8.33 per month

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Microsoft Bot Framework

Microsoft

Create a bot with the ability to speak, listen, understand, and learn from your users with Azure Cognitive Services. Benefit from open source SDK and tools to build, test, and connect bots that interact naturally with users, wherever they are. Build secure, global, scalable solutions that integrate with your existing IT ecosystem. Create an AI experience that can extend your brand and keep you in control of your own data. Bot Framework Composer is an open source, visual authoring canvas for developers and multi-disciplinary teams to design and build conversational experiences. Azure Bot Service enables you to build intelligent, enterprise-grade bots with ownership and control of your data. Begin with a simple Q&A bot or build a sophisticated virtual assistant. Use comprehensive open source SDK and tools to easily connect your bot to popular channels and devices. Give your bot the ability to speak, listen, and understand your users with native integration to Azure Cognitive Services.

Starting Price: $0.50 per 1,000 messages

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LLM Guard

By offering sanitization, detection of harmful language, prevention of data leakage, and resistance against prompt injection attacks, LLM Guard ensures that your interactions with LLMs remain safe and secure. LLM Guard is designed for easy integration and deployment in production environments. While it's ready to use out-of-the-box, please be informed that we're constantly improving and updating the repository. Base functionality requires a limited number of libraries, as you explore more advanced features, necessary libraries will be automatically installed. We are committed to a transparent development process and highly appreciate any contributions. Whether you are helping us fix bugs, propose new features, improve our documentation, or spread the word, we would love to have you as part of our community.

Starting Price: Free

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LLMFuzzer

If you're a security enthusiast, a pentester, or a cybersec researcher who loves to find and exploit vulnerabilities in AI systems, LLMFuzzer is the perfect tool for you. It's built to make your testing process streamlined and efficient. We are working on full documentation. It will cover detailed information about the architecture, different fuzzing strategies, examples, and how to extend the tool.

Starting Price: Free

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Lilac

Lilac is an open source tool that enables data and AI practitioners to improve their products by improving their data. Understand your data with powerful search and filtering. Collaborate with your team on a single, centralized dataset. Apply best practices for data curation, like removing duplicates and PII to reduce dataset size and lower training cost and time. See how your pipeline impacts your data using our diff viewer. Clustering is a technique that automatically assigns categories to each document by analyzing the text content and putting similar documents in the same category. This reveals the overarching structure of your dataset. Lilac uses state-of-the-art algorithms and LLMs to cluster the dataset and assign informative, descriptive titles. Before we do advanced searching, like concept or semantic search, we can immediately use keyword search by typing a keyword in the search box.

Starting Price: Free

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Athina AI

Athina is a collaborative AI development platform that enables teams to build, test, and monitor AI applications efficiently. It offers features such as prompt management, evaluation tools, dataset handling, and observability, all designed to streamline the development of reliable AI systems. Athina supports integration with various models and services, including custom models, and ensures data privacy through fine-grained access controls and self-hosted deployment options. The platform is SOC-2 Type 2 compliant, providing a secure environment for AI development. Athina's user-friendly interface allows both technical and non-technical team members to collaborate effectively, accelerating the deployment of AI features.

Starting Price: Free

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Payzli

A single source for business essentials such as payment services, business management software, web enablement, and mobile solutions available at one, affordable cost. We help you run your business and provide the financial support it needs to grow. Process payments in-person, on the go, or online with our suite of POS systems, mobile card readers, and powerful payment gateway,- all for the lowest rates in the industry. We provide you with next-level software that is customized to run your business more effectively, all bundled into your Payzli account with one low fee. Every Payzli account comes with its own customer relationship management system that you can use to keep track of your customers, and sales, create invoices, and manage billing. From simple countertop terminals and smart card reader devices to payment gateways and POS systems, we offer a wide range of industry-leading equipment tailored to your specific industry and business.

Starting Price: $10 per month

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Unitary

Reduce manual moderation overhead with human-like AI classification. Highly accurate AI that understands tone, context, and setting. By considering signals together, just like a human would, Unitary enables you to make more accurate classifications. This means better user experience, less time reviewing inaccurate judgments, and more time for your moderators to focus on what matters. Models custom-fit to your detailed trust and safety guidelines. Off-the-shelf models that take into account tone, context, and setting to deliver significant increases in accuracy. Power real-time customer journeys and workflows. Process tens of millions of pieces of content per day. Reduce manual moderation costs and protect users. Unitary was founded to help brands and platforms understand every piece of content in detail. We do this by building context-aware AI and multimodal machine learning methods to interpret content in context.

Starting Price: Free

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Seal Security

Redefine open source vulnerability and patch management with Seal Security. Easy integration directly into your existing SDLC, and workflows. Standalone security patches for immediate resolution of critical security issues. Predictable remediation and optimal resource allocation, with centralized control and reduced R&D dependency. Streamline your open source vulnerability remediation without introducing the risk of breaking changes. Say goodbye to alert fatigue and start patching with Seal Security. Pass every product security scan with confidence. Seal Security provides immediate remediation for open source vulnerabilities. By meeting your customers' SLAs and offering a vulnerability-free product, you can ensure customer trust and fortify your market standing. Seal Security seamlessly integrates with various coding languages, patch management systems, and open source platforms through powerful APIs and CLI.

Starting Price: Free

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Hue

Hue brings the best querying experience with the most intelligent autocomplete and query editor components. The tables and storage browsers leverage your existing data catalog knowledge transparently. Help users find the correct data among thousands of databases and self-document it. Assist users with their SQL queries and leverage rich previews for links, sharing from the editor directly in Slack. Several apps, each one specialized in a certain type of querying are available. Data sources can be explored first via the browsers. The editor shines for SQL queries. It comes with an intelligent autocomplete, risk alerts, and self-service troubleshooting. Dashboards focus on visualizing indexed data but can also query SQL databases. You can now search for certain cell values in the table and the results are highlighted. To make your SQL editing experience, Hue comes with one of the best SQL autocomplete on the planet.

Starting Price: Free

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Svix

Webhooks require a lot more engineering time, resources and ongoing maintenance than you would first expect. Building a secure, reliable, and scalable webhook service is hard and time consuming. We built it so you can focus on what matters most, your business. Customer endpoints fail or hang more often than you think. You need automatic retries to ensure deliverability. You need to monitor the deliverability of your webhooks to different endpoints, disable failing ones and notify your customers. Webhooks come with a myriad of security implications, such as SSRF, replay attacks and unauthenticated webhook events. You would need to build a UI for your users to add and remove endpoints, inspect logs and get ongoing reports. Offer your users a great developer experience, including the ability to test, inspect and replay their webhooks.

Starting Price: $490 per month

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Steadybit

With our experiment editor, your journey toward reliability is faster and easier, everything is at your fingertips, and you have full control over your experiments. All are meant to help you achieve your goals and roll out chaos engineering safely at scale in your organization. You can add new targets, attacks, and checks by implementing extensions inside Steadybit. A unique discovery and selection process makes it easy to pick the targets. Remove friction when collaborating between teams, and export and import experiments using JSON or YAML. Using Steadybit's landscape, you can see your software's dependencies and relationships between components, the perfect start to kick off your chaos engineering journey. Using the powerful query language, divide your system(s) into different environments based on the same information you use elsewhere. Explicitly assigning environments to specific users and teams in which they're allowed to work and prevent unwanted damages.

Starting Price: $1,250 per month

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Business Software for Python - Page 13

Top Software that integrates with Python as of September 2025 - Page 13

Dynamo BIM

LeaderGPU

DeepSpeed

ScrapingBypass

Kedro

DevGPT

SuprSend

journy.io

Tabular

Cosine Genie

MERCI Cloud ERP

Koyeb

AppMap

PostgresML

SigNoz

JinaChat

Betterscan.io

Elastic APM

McAnswers AI

Microsoft Bot Framework

LLM Guard

LLMFuzzer

Lilac

Athina AI

Payzli

Unitary

Seal Security

Hue

Svix

Steadybit