12 Best Lightly Alternatives for Mac in 2026

What is BigML?

BigML is an advanced machine learning platform that makes it incredibly simple to access powerful algorithms and predictive models, quickly and easily. Our cloud and on-premises service is seamless to integrate, allowing you to set up an easy-to-use web interface and REST APIs in just seconds. ...

What is Modal?

Modal is a serverless cloud platform for running Python code on GPUs and CPUs in the cloud with zero infrastructure management. Developers define functions with a Python decorator, and Modal handles containerization, GPU provisioning, auto-scaling, and scheduling automatically. It is ...

What is CrewAI?

CrewAI is an open-source framework for orchestrating autonomous multi-agent AI systems. It enables developers to define "crews" of specialized AI agents — each with a role, goal, and tools — that collaborate to complete complex tasks. A CrewAI workflow might have a researcher agent, a writer ...

What is BentoML?

BentoML is an open-source ML model serving and deployment framework that standardizes how data science and ML engineering teams package, serve, and deploy machine learning models. It provides a unified interface for packaging any model (PyTorch, TensorFlow, Scikit-learn, LLMs) into a "Bento" — ...

What is Groq?

Groq is an AI inference company that provides the fastest publicly available LLM API, powered by its proprietary Language Processing Units (LPUs). Where GPU-based inference delivers 50-100 tokens/second, Groq routinely hits 500-800 tokens/second on models like Llama 3.3, Mixtral, and Gemma — ...

What is LlamaIndex?

LlamaIndex is an open-source data framework for building LLM-powered applications over private and enterprise data. It provides the tools to ingest, structure, and retrieve data for LLM context: document loaders for 100+ data sources, chunking and indexing pipelines, retrieval strategies ...

What is Penpot?

Penpot is the first open-source design and prototyping tool built for cross-functional teams, offering a Figma-like experience with full self-hosting capability. It runs in the browser, supports real-time collaboration, uses open web standards (SVG, CSS) for all design output, and is free with ...

What is Superwise AI?

Superwise AI monitors AI models in production, tracking millions of predictions daily to detect bias, drift, and compliance risks. Its Supervisor module gives data science and operations teams a centralized dashboard with anomaly detection and actionable insights. The platform supports flexible ...

What is Picsellia?

Picsellia is an advanced MLOps platform designed for computer vision operations (CVOps). This solution empowers technical teams to expedite their computer vision initiatives. With Picsellia, organizations can streamline their workflows, allowing for faster model training, deployment, and ...

What is Fiddler AI?

Fiddler focuses on fostering responsible artificial intelligence. The platform offers a unified environment that facilitates a common language and centralized controls, providing actionable insights to effectively operationalize machine learning models, generative AI, and large language model ...

What is Superb AI?

Superb AI is a computer vision platform and professional services provider that specializes in delivering enterprise-grade, end-to-end MLOps and DataOps workflows. The platform is designed to accelerate the development and adoption of data-centric AI by enabling organizations to manage the ...

What is Iguazio?

Iguazio, acquired by McKinsey, empowers organizations to operationalize and mitigate risks associated with machine learning and generative AI applications at scale. By enabling effective and responsible AI implementation in live business environments, Iguazio helps businesses automate and ...