Page 17 | Compare Business Software for Python: July 2026 Reviews & Comparison

DataLab

From CSV files and Google Sheets, data to Snowflake and BigQuery, DataLab seamlessly and securely connects to all of your data sources. DataLab’s AI Assistant scans the structure of your data, analyzes your previous activity, and leverages industry best practices to answer your questions with best-in-class accuracy. To ensure that you can fully trust the insights you’re uncovering, DataLab’s AI Assistant writes and runs code that you can seamlessly review, tweak, and share. Share work insights without exposing credentials or sensitive information. All data is encrypted at rest and in transit. Enjoy single sign-on via SAML or OIDC connections and sync your directory. Decide which users can take which actions within DataLab, and can access which workbooks and data assets. Our mission is to democratize data and AI skills for everyone. Companies and teams of every size use DataCamp to close their skill gaps and make better data-driven decisions.

Starting Price: $4.92 per month

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Devv

Lightning-fast answers, documentation, and code snippets for your dev queries. AI-powered agents decipher your complex questions and craft tailored solutions. Seamlessly interact with your repositories for contextualized search and assistance. Unlock unlimited searches with the most powerful model GPT-4. Devv is the next-gen search engine for developers. Devv offers a new mode designed to deliver more accurate and detailed responses. Multi-agent architecture that employs different agents and language models based on the specific requirements of the task at hand. Now, you have the ability to generate Python code and execute it directly within Devv. Devv is solely dedicated to developing scenarios. This can let us focus more on building better search indices and models. Our mission is to create the premier information retrieval tool for developers.

Starting Price: $12 per month

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Unify AI

Explore the power of choosing the right LLM for your needs and how to optimize for quality, speed, and cost-efficiency. Access all LLMs across all providers with a single API key and a standard API. Setup your own cost, latency, and output speed constraints. Define a custom quality metric. Personalize your router for your requirements. Systematically send your queries to the fastest provider, based on the very latest benchmark data for your region of the world, refreshed every 10 minutes. Get started with Unify with our dedicated walkthrough. Discover the features you already have access to and our upcoming roadmap. Just create a Unify account to access all models from all supported providers with a single API key. Our router balances output quality, speed, and cost based on user-specific preferences. The quality is predicted ahead of time using a neural scoring function, which predicts how good each model would be at responding to a given prompt.

Starting Price: $1 per credit

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Mentat

Abante AI

Mentat is the AI tool that assists you with any coding task, right from your command line. Unlike Copilot, Mentat coordinates edits across multiple locations and files. And unlike ChatGPT, Mentat already has the context of your project, no copy and pasting is required. Run Mentat from within your project directory. Mentat uses Git, so if your project doesn't already have Git set up, run git init. List the files you would like Mentat to read and edit as arguments. Mentat will add each of them to context, so be careful not to exceed the GPT-4 token context limit.

Starting Price: Free

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Forloop

Forloop is the no-code platform for external data automation. Go beyond your internal data limitations and access the latest market data to adapt faster, track market changes, and support price strategy. Get better insights with data outside of your company. With Forloop, you don’t have to make a compromise between a platform for prototyping and production-ready pipelines in the cloud of your choice. Access and extract data from non-API sources such as websites, maps, or 3rd party platforms. Get recommendations on how to clean, join, and aggregate data according to the best data science practices. Use no-code tools to clean, join, and transform data to model-ready format in an accelerated way with intelligent algorithms solving data quality issues. Our platform helped our users to increase their KPIs even by a factor of 10. Enhance decision-making and increase growth with new data. Forloop is a desktop app that you can download & try locally.

Starting Price: $29 per month

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HyperCrawl

HyperCrawl is the first web crawler designed specifically for LLM and RAG applications and develops powerful retrieval engines. Our focus was to boost the retrieval process by eliminating the crawl time of domains. We introduced multiple advanced methods to create a novel approach to building an ML-first web crawler. Instead of waiting for each webpage to load one by one (like standing in line at the grocery store), it asks for multiple web pages at the same time (like placing multiple online orders simultaneously). This way, it doesn’t waste time waiting and can move on to other tasks. By setting a high concurrency, the crawler can handle multiple tasks simultaneously. This speeds up the process compared to handling only a few tasks at a time. HyperLLM reduces the time and resources needed to open new connections by reusing existing ones. Think of it like reusing a shopping bag instead of getting a new one every time.

Starting Price: Free

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Codestral

Mistral AI

We introduce Codestral, our first-ever code model. Codestral is an open-weight generative AI model explicitly designed for code generation tasks. It helps developers write and interact with code through a shared instruction and completion API endpoint. As it masters code and English, it can be used to design advanced AI applications for software developers. Codestral is trained on a diverse dataset of 80+ programming languages, including the most popular ones, such as Python, Java, C, C++, JavaScript, and Bash. It also performs well on more specific ones like Swift and Fortran. This broad language base ensures Codestral can assist developers in various coding environments and projects.

Starting Price: Free

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HoundDog.ai

AI-powered code scanner designed to implement a proactive, shift-left strategy for sensitive data protection and privacy compliance. Product development outpaces privacy teams, leading to a constant need to update outdated data maps, which consumes much of their workload. Use HoundDog.ai’s AI-powered code scanner to continuously detect vulnerabilities (currently overlooked by SAST scanners) where sensitive data is exposed in plaintext through mediums such as logs, files, tokens, cookies, or third-party systems. Get essential context and remediation strategies, such as omitting sensitive data, applying masking or obfuscation, or using UUIDs instead of PII. Receive alerts when new data elements are introduced, based on their sensitivity levels, and prevent out-of-scope product changes from going live to avoid privacy incidents. Eliminate the manual and highly error-prone processes typically associated with security tasks.

Starting Price: $200 per month

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MarsCode

MarsCode: A highly intelligent, ready-to-use AI development tool. With its 'out-of-the-box cloud AI IDE' and 'powerful AI assistant', MarsCode comprehensively facilitates efficient learning and smooth operations for developers. Key Features include: 1. An out-of-the-box cloud AI IDE, liberating development from device and location constraints. 2. Extensions for local IDEs, bring the experience of AI intelligence to traditional development. 3. Boasting features for code completion and generation, bug fixing, code optimization and more, provides intelligent assistance across the full development process to developers. 4. Repository-level intelligent Q&A feature, allowing developers to focus more. 5. Supports different kinds of applications deployment, including websites, AI plugins, and APIs, etc.

Starting Price: Free

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Haber Chat

HaberChat is a platform that helps businesses and teams communicate more effectively on WhatsApp. It offers a variety of features to help you manage your WhatsApp communication, including: * Connect multiple WhatsApp numbers from a single platform * Share a WhatsApp number with your entire team * Launch message campaigns * Automate everything with API, code, webhooks and more 7 days free trial. Fully functional, no credit card needed, and no questions asked if you decide to leave after the trial!

Starting Price: $37

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Riff

Riff is an AI agent platform designed to automate complex business workflows across enterprise systems. It enables organizations to build and deploy AI agents that handle tasks like reconciliation, exception management, and decision-making. The platform integrates directly with tools such as ERP systems, Salesforce, ServiceNow, and data platforms. Riff allows businesses to move from manual processes to automated workflows in just a few weeks. It empowers domain experts within teams to build and manage AI agents without heavy engineering dependencies. The platform ensures enterprise-grade governance, security, and compliance from the start. Overall, Riff helps organizations improve efficiency and drive measurable business outcomes through AI automation.

Starting Price: $49 per month

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CodeQwen

Alibaba

CodeQwen is the code version of Qwen, the large language model series developed by the Qwen team, Alibaba Cloud. It is a transformer-based decoder-only language model pre-trained on a large amount of data of codes. Strong code generation capabilities and competitive performance across a series of benchmarks. Supporting long context understanding and generation with the context length of 64K tokens. CodeQwen supports 92 coding languages and provides excellent performance in text-to-SQL, bug fixes, etc. You can just write several lines of code with transformers to chat with CodeQwen. Essentially, we build the tokenizer and the model from pre-trained methods, and we use the generate method to perform chatting with the help of the chat template provided by the tokenizer. We apply the ChatML template for chat models following our previous practice. The model completes the code snippets according to the given prompts, without any additional formatting.

Starting Price: Free

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Kontra

Security Compass

Kontra + Courses helps organizations build application security skills across development teams through a combination of 50+ video courses and 300+ hands-on vulnerability labs. Developers learn to identify, exploit, and remediate real vulnerabilities across 25+ technology stacks using practical code examples in their actual frameworks. Each Kontra lab walks through a real-world vulnerability scenario—like the 2021 Log4Shell exploit—then guides users through hands-on remediation with stack-specific code. This practical approach leads to 3x higher completion rates than traditional security training and helps AppSec teams scale secure coding practices without pulling developers out of their workflow. Most labs take under 10 minutes to complete. The platform is SCORM-compliant and integrates with existing LMS systems or can be delivered via hosted environment. Role-based curriculum aligns with NIST, ISO 27001, and PCI-DSS, and supports ISC2 co-branded certification.

Starting Price: $400 per year

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Usermaven

Imagine knowing all about your audience; Usermaven gives you the power to see, understand, and act on your data like never before. Start your 30-day free trial and discover the hidden gems in your data. Usermaven's accurate tracking captures all events automatically, removing the dependence on developers and making it the easiest and most effective analytics tool for marketers and product professionals. Go beyond basic tracking with Usermaven's comprehensive suite of analytics tools. Gain in-depth website & product insights, understand user behavior, and optimize your marketing & product strategies for success. Usermaven offers real-time, user-friendly website analytics, simplifying your daily metrics check. Easily spot onboarding hurdles, boost engagement, and enhance customer retention, no developer needed. Usermaven gives you a complete 360-degree view of your contacts (visitors, users & companies) data in one place. See what they do on your website/app in real-time.

Starting Price: $14 per month

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PromptGround

Simplify prompt edits, version control, and SDK integration in one place. No more scattered tools or waiting on deployments for changes. Explore features crafted to streamline your workflow and elevate prompt engineering. Manage your prompts and projects in a structured way, with tools designed to keep everything organized and accessible. Dynamically adapt your prompts to fit the context of your application, enhancing user experience with tailored interactions. Seamlessly incorporate prompt management into your current development environment with our user-friendly SDK, designed for minimal disruption and maximum efficiency. Leverage detailed analytics to understand prompt performance, user engagement, and areas for improvement, informed by concrete data. Invite team members to collaborate in a shared environment, where everyone can contribute, review, and refine prompts together. Control access and permissions within your team, ensuring members can work effectively.

Starting Price: $4.99 per month

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Prompt AI Tools

With the rise of Artificial Intelligence, there are creative ways to use AI technology to improve and simplify the responsibilities in your life. Understanding this need Prompt AI has developed some amazing AI tools to make your life easy and more efficient. These tools are like having a smart friend who can give you valuable tips and guide you through your journey. People use them to get things done quicker and learn new stuff faster. The best part is that these AI tools have no cost, it’s free. The impact of free AI tools has brought about a significant transformation in various tasks, streamlining processes, analyzing data, and offering valuable insights. Prompt AI tools have revolutionized the way tasks are accomplished. These tools can help you produce text for your ideas, verify your grammar and spelling, and even suggest better terms for you to use. It’s similar to having a perceptive friend who is constantly on the right track.

Starting Price: Free

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Agenta

Agenta is an open-source LLMOps platform designed to help teams build reliable AI applications with integrated prompt management, evaluation workflows, and system observability. It centralizes all prompts, experiments, traces, and evaluations into one structured hub, eliminating scattered workflows across Slack, spreadsheets, and emails. With Agenta, teams can iterate on prompts collaboratively, compare models side-by-side, and maintain full version history for every change. Its evaluation tools replace guesswork with automated testing, LLM-as-a-judge, human annotation, and intermediate-step analysis. Observability features allow developers to trace failures, annotate logs, convert traces into tests, and monitor performance regressions in real time. Agenta helps AI teams transition from siloed experimentation to a unified, efficient LLMOps workflow for shipping more reliable agents and AI products.

Starting Price: Free

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Dfns

Dfns is the wallets-as-a-service platform chosen by leading organizations to streamline digital asset operations and onboard users into crypto, safely. Deploy feature-rich web3 wallets directly into your stack. Grow from zero to one and deploy fintech capabilities, instantly. Import your business rules and compliance models. Select your key deployment scheme to meet any regulatory requirements. From exchanges, staking platforms, tax management tools, KYT checks, and more, Dfns provides a suite of pre-built integrations to help developers scale from zero to one. We simplify blockchain key management so developers and users can interact with digital assets confidently. Dfns is a safety net offering protections against mistakes that could be irreparable. Don’t waste time on transfers.  Automate transaction workflows directly through APIs and broadcast them on-chain as pre-built payloads, it’s efficient and hassle-free.

Starting Price: $500 per month

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DepsHub

Everything you need to keep your team secure and up-to-date with automatic dependency updates, license checks, and security vulnerability scanning. We process library changelogs and release notes, analyze your codebase, and automatically update your dependencies, including any breaking changes. Secure tools for effective dependency management, whether you have a team of 2 or 200. See all your dependencies in one place. No more digging through repositories. Avoid legal trouble by making sure your dependencies are licensed correctly. Get notified when a dependency has a security vulnerability. Update your code only if it affects you. DepsHub helps you save time by providing a simple and easy way to monitor and update your dependencies. We support a wide range of languages and frameworks. Use the one you love and get started in minutes. Connect your favorite tools and create tickets, be notified of new issues, and more.

Starting Price: $28 per month

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Context.dev

Context.dev is a developer-focused API platform that provides real-time web data to power AI applications and workflows. It allows users to scrape, extract, and enrich data from websites without maintaining complex scraping infrastructure. The platform enables access to structured content such as HTML, markdown, images, and sitemaps from any URL. Context.dev also delivers company data, including logos, colors, descriptions, and social profiles, for enrichment and personalization. It supports use cases like AI agent web access, onboarding automation, and knowledge base creation. Developers can use the API to build intelligent systems that understand and interact with live web content. By centralizing web data extraction and enrichment, Context.dev simplifies building data-driven applications.

Starting Price: $49 per month

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Lineaje SBOM360

Lineaje

Eagle-eyes over your software factory. Know what’s in your software with the world’s most advanced SBOM manager. SBOM360 is the industry’s first SBOM manager supporting full life-cycle management of thousands of SBOMs for all software you source, build, sell, or buy. Ensure all your software meets your security policies and compliance mandates automatically. Search your software inventory in seconds. Know your riskiest applications at a glance. Our amazing security profiler automatically shows you your riskiest applications and components, automatically quantified and prioritized for you. Easily justify software maintenance investments and their direct impact on software quality and your business. Insert function-driven policy gates for each stage of software development. Cascade them down automatically to all your organizations and projects, driving scans and remediations at scale.

Starting Price: Free

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Alembic

Alembic is a lightweight database migration tool that can be used with the SQLAlchemy database toolkit for Python. Alembic is written by the author of SQLAlchemy. While Alembic can be installed system-wide, it’s more common that it’s installed locally in a virtual environment, as it also uses libraries such as SQLAlchemy and database drivers that are more appropriate for local installations. Can emit statements to a database in order to change the structure of tables and other constructs. Provides a system whereby "migration scripts" may be constructed; each script indicates a particular series of steps that can "upgrade" a target database to a new version, and optionally a series of steps that can "downgrade" similarly, doing the same steps in reverse. Very open-ended and transparent configuration and operation. A new Alembic environment is generated from a set of templates which is selected among a set of options when setup first occurs.

Starting Price: Free

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PullRequest

HackerOne

Get on-demand code reviews from vetted, expert engineers enhanced by AI. Add senior engineers to your team every time you open a pull request. Ship better, more secure code faster with AI-assisted code reviews. Whether you're a development team of 5 or 5,000, PullRequest will supercharge your existing code review process and adapt to your needs. Our reviewers will help your team catch security vulnerabilities, find hidden bugs, and fix performance issues before they reach production. All of this is done within your existing tools. Expert human reviewers enhanced by an AI analysis to pinpoint high-risk security hotspots. Intelligent static analysis combining open source tools and proprietary AI shown to reviewers for deeper insights. Save your senior staff some time. Make meaningful progress resolving issues and improving code while other members of your team are busy building.

Starting Price: $129 per month

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Synthient

Synthient has an up-to-date threat detection system that can detect the latest in automated and fraudulent browsers. Skip using user agents, Synthient provides deeper insights into your traffic and users. Get the metrics you need to make informed decisions. Go further than just VPN detection. Detect residential, data center, and mobile proxies with ease. Block spam, fraud, and account takeover using the latest in device fingerprinting. Skip having users complete annoying puzzles. Synthient works in the background without impacting your user experience. Use Synthient to build applications that are secure and reliable. Protect your users and your business. Track users across visits for up to a year regardless of whether they are using a VPN or Incognito mode. Block repeat signups and fraudulent users. Visualize your visitors, their actions, and the risks they pose to your platform.

Starting Price: $100 per month

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eXTReMe-IP-Lookup

Get all geolocation information about an IP address in JSON, JSONP, and CSV format through our API. Free usage with max 20 requests per minute for backend requests. For use on a website, the limit is 10,000 requests per month. Free usage includes HTTP and secure HTTPS requests. You need an API key to make requests. Sign up for a package to get your API key. We return back the IP type which can be 'business', 'education', or 'residential'. As well as the fully resolved IP name. If the IP is a business or education we also return the business/edu name and business/edu website when available. Serve different content to different geo regions. Show regional languages and currencies. Extend traffic and server logs with geolocation data. Add geolocation data to Matomo and other analytics software. Use our IP API in Google Optimize, Optimizely, VWO, and many others.

Starting Price: €20 per month

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LanceDB

LanceDB is a developer-friendly, open source database for AI. From hyperscalable vector search and advanced retrieval for RAG to streaming training data and interactive exploration of large-scale AI datasets, LanceDB is the best foundation for your AI application. Installs in seconds and fits seamlessly into your existing data and AI toolchain. An embedded database (think SQLite or DuckDB) with native object storage integration, LanceDB can be deployed anywhere and easily scales to zero when not in use. From rapid prototyping to hyper-scale production, LanceDB delivers blazing-fast performance for search, analytics, and training for multimodal AI data. Leading AI companies have indexed billions of vectors and petabytes of text, images, and videos, at a fraction of the cost of other vector databases. More than just embedding. Filter, select, and stream training data directly from object storage to keep GPU utilization high.

Starting Price: $16.03 per month

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Tobiko

Tobiko is a data transformation platform that ships data faster, more efficiently, and with fewer mistakes, backward compatible with databases. Make a dev environment without rebuilding the entire DAG. Tobiko only changes what's necessary. Don't rebuild everything when you add a column. You already built your change. Tobiko promotes prod instantly without redoing your work. Avoid debugging clunky Jinja and define your models in SQL. Tobiko works at a startup and at an enterprise scale. Tobiko understands the SQL you write and improves developer productivity by finding issues at compile time. Audits and data differences provide validation and make it easy to trust the datasets you produce. Every change is analyzed and is automatically categorized as either breaking or non-breaking. When mistakes happen, seamlessly roll back to the prior version, allowing teams to reduce downtime in production.

Starting Price: Free

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Not Diamond

Call the right model at the right time with the world's most powerful AI model router. Make the most of every model with relentless precision and speed. Not Diamond works out of the box with no setup, or train your own custom router with your evaluation data and benefit from model routing optimized to your use case. Select the right model in less time than it takes to stream a single token. Efficiently leverage faster and cheaper models without degrading quality. Program the best prompt for each LLM so you always call the right model with the right prompt. No more manual tweaking and experimentation. Not Diamond is not a proxy and all requests are made client-side. Enable fuzzy hashing on our API or deploy directly to your infra for maximum security. For any input, Not Diamond automatically determines which model is best suited to respond, delivering a state-of-the-art performance that beats every foundation model on every major benchmark.

Starting Price: $100 per month

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Deepchecks

Release high-quality LLM apps quickly without compromising on testing. Never be held back by the complex and subjective nature of LLM interactions. Generative AI produces subjective results. Knowing whether a generated text is good usually requires manual labor by a subject matter expert. If you’re working on an LLM app, you probably know that you can’t release it without addressing countless constraints and edge-cases. Hallucinations, incorrect answers, bias, deviation from policy, harmful content, and more need to be detected, explored, and mitigated before and after your app is live. Deepchecks’ solution enables you to automate the evaluation process, getting “estimated annotations” that you only override when you have to. Used by 1000+ companies, and integrated into 300+ open source projects, the core behind our LLM product is widely tested and robust. Validate machine learning models and data with minimal effort, in both the research and the production phases.

Starting Price: $1,000 per month

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Mistral Large

Mistral AI

Mistral Large is Mistral AI's flagship language model, designed for advanced text generation and complex multilingual reasoning tasks, including text comprehension, transformation, and code generation. It supports English, French, Spanish, German, and Italian, offering a nuanced understanding of grammar and cultural contexts. With a 32,000-token context window, it can accurately recall information from extensive documents. The model's precise instruction-following and native function-calling capabilities facilitate application development and tech stack modernization. Mistral Large is accessible through Mistral's platform, Azure AI Studio, and Azure Machine Learning, and can be self-deployed for sensitive use cases. Benchmark evaluations indicate that Mistral Large achieves strong results, making it the world's second-ranked model generally available through an API, next to GPT-4.

Starting Price: Free

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Business Software for Python - Page 17

Top Software that integrates with Python as of July 2026 - Page 17

DataLab

Devv

Unify AI

Mentat

Forloop

HyperCrawl

Codestral

HoundDog.ai

MarsCode

Haber Chat

Riff

CodeQwen

Kontra

Usermaven

PromptGround

Prompt AI Tools

Agenta

Dfns

DepsHub

Context.dev

Lineaje SBOM360

Alembic

PullRequest

Synthient

eXTReMe-IP-Lookup

LanceDB

Tobiko

Not Diamond

Deepchecks

Mistral Large