Faros AI vs. Miuros 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.

GitLab is a complete DevOps platform. With GitLab, you get a complete CI/CD toolchain out-of-the-box. One interface. One conversation. One permission model. GitLab is a complete DevOps platform, delivered as a single application, fundamentally changing the way Development, Security, and Ops teams collaborate. GitLab helps teams accelerate software delivery from weeks to minutes, reduce development costs, and reduce the risk of application vulnerabilities while increasing developer productivity. Source code management enables coordination, sharing and collaboration across the entire software development team. Track and merge branches, audit changes and enable concurrent work, to accelerate software delivery. Review code, discuss changes, share knowledge, and identify defects in code among distributed teams via asynchronous review and commenting. Automate, track and report code reviews.

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.

Project Insight is project and portfolio management software built for growing teams and businesses. It brings all your project work together from across departments and software tools, helping you streamline workflows, automate processes, and make faster, more accurate decisions with real-time data. Manage work dynamically at the project, program, and portfolio levels to keep teams aligned and focused on strategic goals. Roll up details like status, resources, budgets, and risks instantly, so you can stay ahead of challenges and drive results. Connect Project Insight with the tools you already use — including Azure DevOps, Jira, Microsoft Project, Salesforce, and ServiceNow — to reduce manual work, break down silos, and improve collaboration across your organization. Leverage AI to predict future capacity, balance workloads, and suggest the best resources for every project. Use AI-powered search to quickly surface project data and keep work moving forward.

AI agents that interact with users, answer questions, and complete tasks, using your internal data and APIs. AI that answers questions, summarize, and extract insights from any document, no matter how long. Generate tags, summaries, and transfer styles or formats between documents and data sources. Developer teams use Stack AI to automate customer support, process documents, qualify sales leads, and search through libraries of data. Try multiple prompts and LLM architectures with the ease of a button. Collect data and run fine-tuning jobs to build the optimal LLM for your product. We host all your workflows as APIs so that your users can access AI instantly. Select from the different LLM providers to compare fine-tuning jobs that satisfy your accuracy, price, and latency needs.

Keep an eye on hours wherever work happens — all with the tap of a button! It's easy with Hubstaff, a time-tracking and workforce management platform that automates almost every aspect of running or growing a business. Teams can track time to projects and to-dos using Hubstaff's desktop, web, or mobile applications. You'll be able to see how much time your team spends on different tasks, plus productivity metrics like activity rates and app usage through Hubstaff's online dashboard. Most of the available features are customizable on a per-user basis, so you can create the team management tool you need. With Hubstaff, you'll get a clear picture of your team's performance based on actual data instead of guesses and rough estimates!

A powerful data analysis and visualization platform purpose-built for market research data. From data processing through to analysis, reporting, visualization, dashboards, distribution, and data alerts, Harmoni is for you. Spend less time processing data, and more time analyzing it. Harmoni uses automation to make your job easier. With Harmoni, it's easy to provide valuable, actionable insights to stakeholders. Market research budgets are shrinking, but expectations are ramping up. With Harmoni, you can slice and dice your data as the questions are asked, on the go. Bring your data sources together with Harmoni to form one usable set. Harmoni supports a wide range of data sources, including IBM SPSS®, SQL, Microsoft Excel, CSV, tab-delimited files, Dimensions, and more. Integrated with popular market research platforms, Harmoni supports data collection leaders such as Voxco, FocusVision Decipher, and Qualtrics.

icCube is a Swiss embeddable analytics solution designed for B2B SaaS product and development teams to deeply embed analytic capabilities inside their applications. Dashboards will seamlessly blend into the SaaS solution’s UI and UX experience, while resting on top of icCube’s robust analytical engine, allowing to consume complex data models needing sophisticated data security. With a dev2dev approach, icCube's team accompanies clients to successfully and quickly get into production. At icCube, we understand that navigating the complexities of data can be daunting. That’s why we’re excited to introduce also our Data Analytics Boutique Services, designed to empower both existing and new clients in achieving seamless data integration, robust data security, insightful analytics, effective decision automation and dashing reports. We partner with our clients at all stages and all phases of their projects and product roadmaps. From a quick review up to a full project and product

Cycloid Sustainable Platform Engineering is a self-service portal that helps you streamline your software delivery, reduce the cognitive load of your engineering teams, and promote Green IT practices. Step 1. Modernize your infrastructure in sophisticated service catalog supported by Infra Import, a Terraform generator in a full GitOps-first approach. Step 2. Scale the adoption of your platform and lighten workload for end-users and DevOps with a UX-strong internal developer platform. Your tools, automation, and cloud will be accessible without expert knowledge while still keeping control and best practices. Step 3. Allow your teams to continuously optimize their projects with a 360° overview of CI/CD pipelines, automation, documentation, KPI’s, FinOps and GreenOps. With Cycloid, you will enable a future where technology and sustainability can coexist harmoniously, leaving a lasting positive legacy.

Google AI Studio is a comprehensive, web-based development environment that democratizes access to Google's cutting-edge AI models, notably the Gemini family, enabling a broad spectrum of users to explore and build innovative applications. This platform facilitates rapid prototyping by providing an intuitive interface for prompt engineering, allowing developers to meticulously craft and refine their interactions with AI. Beyond basic experimentation, AI Studio supports the seamless integration of AI capabilities into diverse projects, from simple chatbots to complex data analysis tools. Users can rigorously test different prompts, observe model behaviors, and iteratively refine their AI-driven solutions within a collaborative and user-friendly environment. This empowers developers to push the boundaries of AI application development, fostering creativity and accelerating the realization of AI-powered solutions.