Best AI & Machine Learning Software in 2026

Model Catalog — Browse and run thousands of open-source models via API

Cog — Package ML models as containers for deployment on Replicate

Predictions API — Run model inference with simple REST API calls

Deployments — Private model hosting with dedicated GPU allocation

Model Garden — Access foundation models including Gemini, PaLM, and open models

AutoML — Train custom models without writing code for common data types

Feature Store — Centralized repository for ML features with versioning

Pipelines — Orchestrate ML workflows with Kubeflow or TFX

Designer — Drag-and-drop interface for building ML pipelines visually

AutoML — Automatically train and tune models for tabular data

Managed Endpoints — Deploy models with managed compute and scaling

Responsible AI — Tools for model interpretability, fairness, and debugging

Studio — IDE for building, training, and deploying ML models

JumpStart — Pre-trained models and solutions for common ML tasks

Pipelines — CI/CD for ML with automated training and deployment

Inference — Real-time and batch model hosting with auto-scaling

Claude Models — Access Claude 3 family including Opus, Sonnet, and Haiku variants

Long Context — Process up to 200K tokens for analyzing large documents

Vision — Analyze images alongside text for multimodal understanding

Tool Use — Enable Claude to call functions and interact with external systems

GPT Models — Access GPT-4, GPT-4o, and other language models via API

Embeddings — Convert text to vector representations for search and similarity

Fine-Tuning — Customize models with your own training data for specific tasks

Assistants API — Build AI assistants with tools, files, and conversation threads

V6 Model — Latest high-quality generation model

Remix Mode — Iterate on generated images

Style and Parameter Controls — Fine-grained control over image output with parameters for aspect ratio, stylization level, chaos, quality, and negative prompting

Image Editing and Variations — Upscale, pan, zoom, and create variations of generated images, plus inpainting to modify specific regions of an existing image

Reservation booking into Google Calendar

Takeout order processing

FAQ handling

Multilingual support (English, Spanish, Mandarin, French, more)

Calendar and maps integration

Specialized travel guides for various traveler types

Private itinerary links with revision option

No account required to use

Custom contact creation with detailed context

Cold contact mode with zero-knowledge AI

Call transcription and recording

AI coaching feedback with 1-5 star ratings

Side-by-side model comparison interface

Encrypted data and privacy protection

Unified memory system across all tools

Multi-capability workspace (chat, code, create, analyze)

AI Agents (Gemini, GPT-4, Claude integration)

No-code Visual Workflow Builder

Persistent Customer History & Memory

Cross-channel Sentiment Analysis