DX vs. Python Comparison Chart

Jellyfish, a leading Software Engineering Intelligence platform, helps engineering, product, and finance leaders build healthier, higher-performing R&D teams. We surface actionable insights on team health, investment allocation, and delivery, while offering purpose-built solutions to improve developer experience, streamline software capitalization, and measure the impact of AI tools like Copilot, Cursor, and AmazonQ. Over 500 organizations and 11,000 engineering teams—including GoodRX, Varo, Priceline, and PagerDuty—trust Jellyfish to optimize engineering operations so their teams can focus on what matters most. Learn more at jellyfish.co.

Cortex's internal developer portal (IDP) helps engineering teams drive adoption of best practices, improve visibility into services and infrastructure, and accelerate engineering productivity. With Cortex, engineering organizations can codify standards, manage service maturity, and reduce operational overhead, empowering developers to ship faster and more reliably. Trusted by high-performing engineering organizations, Cortex integrates seamlessly with existing tools to provide a centralized, actionable view of service health and ownership. • Within minutes, determine who owns each service with Cortex’s AI service ownership model across thousands of repositories. • Standardize golden paths using Workflows, enabling teams to scaffold new services & provision infrastructure in minutes. • Consistently uphold best practices and standards across your organization with automated Scorecards and targeted Initiatives. • Make informed, impactful actions based on real-time insights.

Spidergap is a web-based 360° feedback tool designed to help HR teams, managers, and consultants collect, analyze, and act on employee feedback to drive meaningful personal development. With an intuitive interface, Spidergap makes it easy to customize feedback assessments, generate clear reports, and guide employees toward impactful growth. But you’re not just getting software—you’re gaining a team of 360° Feedback Experts to support your strategy, planning, and ROI measurement. Whether you’re running large-scale leadership programs or one-off employee reviews, Spidergap ensures feedback leads to real results. With Spidergap, personal development has never been more effective.

SOCRadar Extended Threat Intelligenceprovides a big-data powered threat investigation module to help Threat Intelligence Teams searching for deeper context, real-time threat research and analysis. The suite is fed by massive data sources across surface, deep and dark web from Paste Sites to Underground Dark Web forums. The product also includes API-ready intelligence feeds pulled from a broad variety of sources to provide IOCs of potential threats and threat actors targeting your industry.

Jiminny is the world’s most loved Conversation Intelligence platform. AI captures & analyzes all your critical go-to-market insights and automates the data instantly to your CRM. We empower your team to drive more revenue with actionable insights and informed decisions. Conversation intelligence designed to be used and enjoyed by your whole business. Sell smarter, grow faster and win more deals. Jiminny empowers revenue teams to capture and analyze critical go-to-market insights across video, voice, and email. It helps reps automate administrative tasks, giving them more time to sell and improve performance. Managers gain confidence with actionable insights to develop their teams, while Executives trust the CRM as a source of truth for data-driven decisions and the launchpad for revenue growth. With fast onboarding, a seamless user experience, and ROI in under six months, Jiminny delivers the ultimate platform to power revenue intelligence across your entire business.

Guardz is the unified cybersecurity platform purpose-built for MSPs. We consolidate the essential security controls, including identities, endpoints, email, awareness, and more, into one AI-native framework designed for operational efficiency. Our identity-centric approach connects the dots across vectors, reducing the gaps that siloed tools leave behind so MSPs can see, understand, and act on user risk in real time. Backed by an elite research and threat hunting team, Guardz strengthens detection across environments, turning signals into actionable insights. With 24/7 AI + human-led MDR, Guardz utilizes agentic AI to triage at machine speed while expert analysts validate, mitigate, and guide response, giving MSPs scalable protection without adding headcount. Our mission is simple: give MSPs the scale, confidence, and clarity they need to stay ahead of attackers and deliver protection to every SMB they serve.

Deliver a measurable ROI on workflow process improvements, revenue optimization, marketing and business development, and improved clinical outcomes. Seamlessly connect your entire community, empower your staff to work more efficiently, and generate a holistic view of your community’s financial performance to get the proactive insights you need to streamline your operations and optimize revenue. By centralizing all of your clinical and business operations onto one platform, you’ll give yourself the simplified solutions, economies of scale and enhanced security you need to become a world-class care provider. Gain better insight into your performance against your financial and occupancy goals, improve the safety and satisfaction of your residents and staff, and finally get ahead of the flood of issues you face every day.

Amazon Bedrock is a fully managed service that simplifies building and scaling generative AI applications by providing access to a variety of high-performing foundation models (FMs) from leading AI companies such as AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon itself. Through a single API, developers can experiment with these models, customize them using techniques like fine-tuning and Retrieval Augmented Generation (RAG), and create agents that interact with enterprise systems and data sources. As a serverless platform, Amazon Bedrock eliminates the need for infrastructure management, allowing seamless integration of generative AI capabilities into applications with a focus on security, privacy, and responsible AI practices.

Resolver gathers all risk data and analyzes it in context — revealing the true business impact within every risk. Our Risk Intelligence Platform traces the extended implications of all types of risks — whether compliance or audit, incidents or threats — and translates those effects into quantifiable business metrics. Finally, risk becomes a key driver of opportunity instead of being disconnected from the business. Choose the risk intelligence software used by over 1000 of the world’s largest organizations. Resolver makes it easy to collaborate and collect data from across the enterprise, allowing teams to fully understand their risk landscape and control effectiveness. Understanding your data is one thing; being able to use it to drive vital action. Resolver automates workflows and reporting to ensure risk intelligence turns into risk reduction. Welcome to the new world of Risk Intelligence.

Tired of bugs and poor UX going unnoticed despite thorough internal testing? Testeum is the SaaS crowdtesting platform that connects mobile and web app creators with carefully selected testers based on your criteria. Test at any stage, from prototype to production, with self-service options or expert management. Tailor your test audience with specific criteria and environments. Launch UX or functional tests in minutes and get real-time feedback as soon as your campaign starts. Results are delivered in hours, integrated with your bug-tracker or automation tools. Testeum is easy to use, agile-compatible, and gives you detailed insights into your users' expectations. Stop guessing—start knowing.