Tools & Services
Cloud services, frameworks, and tools used to build AI systems, explained for beginners and put in the context of real projects.
Each card is a quick decision: what it is, who runs it (managed service or open source you can self-host), the relative cost to run ($ to $$$), and a lifecycle flag when a service is in preview, retiring, or no longer recommended.
Claude by Anthropic Updated
Enterprise AI AssistantClosed managed
Best for Frontier LLM access via API and apps
Google Gemini Updated
Google's family of frontier multimodal models: the current lineup as …
GCP
Managed
Meta Muse Spark and Llama Updated
Meta's model line-up in 2026: the proprietary Muse Spark flagship sold …
Meta Muse: The Personal AI Agent, Explained in Full New
Muse is Meta's personal AI agent, launched in the US on 8 September …
OpenAI API Updated
GPT and Image Generation
Amazon Bedrock Updated
Enterprise AI Foundation
AWSClosed managed
$$$
Best for Managed multi-model generative AI on AWS
Amazon Nova Updated
Amazon's own family of foundation models for text, image, video, …
AWS
Managed
Gamma Updated
AI-powered presentation and document builder. Generate complete slide …
Perplexity Updated
AI Search Engine
Stable Diffusion Updated
Open-weight image generation model from Stability AI. Run locally with …
OSS
Open source
Alibaba Cloud Model Studio Updated
Alibaba Cloud's managed platform for building generative AI …
Alibaba Qwen Updated
Qwen is Alibaba Cloud's family of large language models, released as a …
Amazon Bedrock AgentCore Updated
Serverless AI Agent Hosting
AWSClosed managed
$$$
Preview
Best for Taking agents from prototype to managed production
Amazon CloudWatch Updated
Monitoring and Observability for AI
AWSManaged (open standards)
$$
Best for AWS-native metrics, logs, and traces
Amazon EventBridge Updated
Event-Driven AI Orchestration
AWSManaged
Amazon Fraud Detector Updated
ML-Based Fraud Prevention
AWSManaged
Deprecated
Amazon Kendra Updated
Intelligent Enterprise Search
AWSManaged
Deprecated
Amazon Lex Updated
Conversational AI Interfaces
AWSManaged
Amazon Lookout for Vision Updated
Visual Anomaly Detection
AWSManaged
Discontinued
Amazon MWAA Updated
Managed Workflows for Apache Airflow
AWSManaged
Amazon Polly Updated
Text-to-Speech for Applications
AWSManaged
Amazon QuickSight Updated
Business Intelligence and AI Insights
AWS
Managed
Amazon Rekognition Updated
Image and Video Analysis
AWSManaged
Amazon S3 Updated
Object Storage for AI Pipelines
AWSManaged
Amazon SageMaker Updated
Custom ML Model Training and Deployment
AWSManaged
Amazon Timestream Updated
Time Series Database
AWSManaged
Deprecated
Amazon Translate Updated
Neural Machine Translation
AWSManaged
Apache Airflow Updated
Workflow Orchestration Platform
OSSOpen source (Apache 2.0)
$$
Best for Orchestrating data pipelines as DAGs
Apache Flink Updated
Stateful Stream Processing Framework
OSSOpen source
Apache Hive Updated
Data Warehouse on Hadoop
OSSOpen source
Apache Kafka Updated
Distributed Event Streaming Platform
OSSOpen source (Apache 2.0)
$$
Best for Durable high-throughput event streaming
Apache Spark Updated
Unified Big Data Processing Engine
OSSOpen source (Apache 2.0)
$$
Best for Large-scale ETL and distributed analytics
Apache Superset Updated
Open-Source Business Intelligence Platform
OSS
Open source (Apache 2.0)
$
Best for Self-hosted BI and SQL dashboards
AsyncStorage Updated
AsyncStorage is the standard key-value storage API for React Native. …
AutoGen Updated
Multi-Agent Conversation Framework
Deprecated
AutoML Updated
Automated Machine Learning Model Training
GCP
Managed
AWS Elemental MediaConvert Updated
Video Processing at Scale
AWSClosed managed
$$
Best for File-based video transcoding for VOD / OTT
AWS Glue Updated
Serverless ETL and Data Integration
AWSManaged
AWS IoT Core Updated
IoT Platform for AI Applications
AWSClosed managed
$$
Best for Securely connecting fleets of devices
AWS Lambda for AI Pipelines Updated
Serverless inference, event-driven processing, and integration …
AWSClosed managed
$
Best for Event-driven serverless functions
AWS Step Functions Updated
Workflow Orchestration for AI Pipelines
AWSClosed managed
$
Best for Durable multi-service workflow orchestration
AWS WAF Updated
Web Application Firewall
AWSClosed managed
$$
Best for Managed app-layer protection for web apps and APIs
Azure AD B2C Updated
Customer Identity and Access Management
AzureClosed managed
$$
Existing customers only
Best for Maintaining or migrating existing B2C tenants
Azure AI Document Intelligence Updated
Intelligent Document Processing
AzureManaged
Azure AI Search Updated
Enterprise Search and Vector Retrieval
AzureManaged
Azure AI Services Updated
Pre-Built AI APIs for Vision, Language, and Speech
AzureManaged
Azure Anomaly Detector Updated
Time Series Anomaly Detection
AzureClosed managed (OSS migration path)
Retiring
Best for Migration planning only
Azure Bot Service Updated
Managed Bot Development Platform
AzureManaged
Azure Communication Services Updated
Cloud Communication APIs
AzureManaged
Azure Computer Vision Updated
AI-Powered Image and Video Analysis
AzureManaged
Azure Cosmos DB Updated
Globally Distributed Multi-Model Database
AzureManaged
Azure Custom Vision Updated
Custom Image Classification and Object Detection
AzureManaged
Azure Data Explorer Updated
Real-Time Analytics and Time Series Database
AzureManaged
Azure Functions Updated
Serverless Compute for Event-Driven AI Pipelines
AzureManaged
Azure HDInsight Updated
Managed Open-Source Big Data Clusters
AzureManaged
Azure Health Data Services Updated
Healthcare Data Platform
Azure
Managed
Azure Machine Learning Updated
End-to-End ML Platform
AzureManaged
Azure Managed Grafana Updated
Managed Grafana Dashboards
AzureManaged
Azure Media Services Updated
Cloud Media Processing and Streaming
AzureManaged
Azure OpenAI Updated
Enterprise GPT on Microsoft Cloud
Azure
Managed
Azure Personalizer Updated
Real-Time Content Personalization
Azure
Closed managed
Retiring
Best for Migration planning only
Azure Speech Services Updated
Speech-to-Text, Text-to-Speech, and Translation
AzureManaged
Azure Static Web Apps Updated
Serverless Web Application Hosting
AzureManaged
Azure Translator Updated
Neural Machine Translation
AzureManaged
Baseten Updated
A production inference platform for deploying, serving, and …
BigQuery Updated
Serverless Data Warehouse and Analytics Engine
GCPManaged
Chroma Updated
Lightweight Embedding Database
OSS
Open source
Claude Code Updated
Anthropic's Terminal Coding Agent
Claude Cowork Updated
Anthropic's Agent for Knowledge Work
Claude Design Updated
Anthropic's Conversational Design Tool
ClickHouse Updated
High-Performance Columnar Analytics Database
OSSOpen source
Cline Updated
An open-source coding agent for your IDE and terminal that plans …
OSS
Open source
Cloud Composer Updated
Managed Apache Airflow Service
GCP
Managed
Cloud Dataflow Updated
Unified Stream and Batch Data Processing
GCP
Managed
Cloud Dataproc Updated
Managed Spark and Hadoop Service
GCP
Managed
Cloud IoT Core Updated
IoT Device Management (Deprecated)
GCPClosed managed
Discontinued
Best for Reference only; choose a current IoT platform
Cloud Monitoring Updated
Infrastructure and Application Observability
GCP
Managed
Cloud Natural Language API Updated
Text Analysis and NLP
GCP
Managed
Cloud Pub/Sub Updated
Messaging and Event Streaming
GCPManaged
Cloud Run Updated
Serverless Container Platform
GCP
Managed
Cloud Spanner Updated
Globally Distributed Relational Database
GCP
Managed
Cloud Speech-to-Text and Text-to-Speech Updated
Voice AI Services
GCP
Managed
Cloud Translation API Updated
Neural Machine Translation
GCP
Managed
Cloud Vision AI Updated
Image Analysis and Recognition
GCP
Managed
Cohere Updated
Enterprise-focused model provider offering Command generation models …
CoreWeave Updated
CoreWeave is a GPU-focused cloud provider, a neocloud built for …
CrewAI Updated
Multi-Agent Orchestration Framework
OSS
Open source
Cursor Updated
AI Code Editor
Databricks Updated
Databricks is a lakehouse data and AI platform that unifies data …Daytona Updated
Daytona is secure, elastic infrastructure for running AI-generated …
dbt Updated
Data Build Tool for Analytics Engineering
OSS
Open source
DeepSeek Updated
DeepSeek is a Chinese AI lab known for open-weight large language …
Dialogflow Updated
Conversational AI Platform
GCPManaged
DSPy Updated
Programming with Foundation Models
OSS
Open source
DuckDB Updated
Embedded Analytical Database
OSSOpen source
E2B Updated
E2B is an open-source runtime that gives AI agents secure, isolated …
Eclipse Mosquitto Updated
Lightweight MQTT Broker
OSS
Open source
Elasticsearch Updated
Search and Vector EngineSource-available / managed
Best for Full-text search and analytics
ElevenLabs Updated
AI voice synthesis API with natural-sounding text-to-speech, voice …
Expo Updated
React Native Development Framework
FastAPI Updated
Modern Python API Framework
FFmpeg Updated
Video Processing Swiss Army Knife
Firebase Updated
Mobile and Web Application Platform
GCPManaged
Fireworks AI Updated
Fireworks AI is a low-latency inference and fine-tuning platform that …
GitHub Actions Updated
CI/CD for AI Projects
GitHub Copilot Updated
AI Pair Programmer
Google Cloud Functions Updated
Serverless Event-Driven Compute
GCP
Managed
Google Document AI Updated
Intelligent Document Processing
GCP
Managed
Google Vertex AI Updated
Unified ML Platform
GCP
Managed
Groq Updated
Groq builds the LPU, a custom inference chip, and GroqCloud, a fast, …
Guardrails AI Updated
LLM Output Validation
Hermes Agent Updated
Nous Research's open-source, self-improving AI agent that runs as a …
OSS
Open source
Higgsfield Updated
AI Video Generation Platform
Hugging Face Updated
Open-Source AI Platform
OSSOpen source
Hugging Face Transformers Updated
Open-Source Model Library
OSSOpen source
InfluxDB Updated
Purpose-Built Time Series Database
OSSOpen source
Instructor Updated
Structured Output from LLMs
Keycloak Updated
Open-Source Identity and Access Management
OSSOpen source
Knative Updated
Serverless Platform for Kubernetes
OSSOpen source
Kubeflow Updated
Machine Learning Platform for Kubernetes
OSS
Open source
LangChain Updated
LLM Application Framework
OSSOpen source
$
Best for Composing LLM and agent applications
Langfuse Updated
LLM Observability and Tracing
LlamaIndex Updated
RAG and Agent Framework
Looker Updated
Enterprise Business Intelligence Platform
GCPManaged
Lovable Updated
AI-powered full-stack web app builder. Describe a product in plain …
Metabase Updated
Open-Source Business Intelligence
OSSOpen source
Microsoft Agent Framework Updated
Microsoft Agent Framework is an open-source, production SDK for …
Microsoft Phi Updated
Microsoft Phi is a family of small, open-weight language models built …
MinIO Updated
S3-Compatible Object Storage
OSS
Open source
Mistral AI Updated
A French model provider offering open-weight and commercial LLMs plus …
OSS
Open source
MLflow Updated
ML Lifecycle Management
OSSOpen source
Model Context Protocol (MCP) Updated
Universal Tool Interface for AI Agents
Novu Updated
Open-Source Notification Infrastructure
OSS
Open source
NVIDIA AI Platform (NIM, NeMo, DGX) Updated
How NVIDIA combines GPUs, DGX systems, NVIDIA AI Enterprise, NIM …
NVIDIA TensorRT-LLM Updated
An open-source library that compiles and optimizes large language …
Ollama Updated
Local LLM Inference Engine
OSSOpen source
Best for Running open LLMs locally
OpenAI Whisper Updated
Open-Source Speech Recognition
OSS
Open source
OpenCode Updated
An open-source, provider-agnostic AI coding agent for the terminal, …
OSS
Open source
OpenFaaS Updated
Serverless Functions Made Simple
OSSOpen source
OpenHands Updated
An open-source platform for autonomous software-engineering agents …
OSS
Open source
OpenTelemetry Updated
Observability Framework Standard
OSSOpen source
Oracle OCI Generative AI Updated
Oracle's managed service for running, customizing, and fine-tuning …
Pinecone Updated
Managed Vector Database
Closed managed
$$
Best for Managed vector database for RAG
Power BI Updated
Business Intelligence and Data Visualization
Azure
Managed
Pydantic AI Updated
Type-Safe Agent Development
OSS
Open source
PyTorch Updated
PyTorch is the open-source deep learning framework behind most modern …
OSS
Open source
Qdrant Updated
High-Performance Vector Search Engine
OSSOpen source
Best for Self-hostable vector database
Railway Updated
Application Hosting Platform
Rasa Updated
Open-Source Conversational AI Framework
OSS
Open source
Ray Updated
Distributed AI Compute Framework
Ray Serve Updated
Ray Serve is a framework-agnostic model-serving library on Ray that …
Red Hat Developer Hub Updated
Supported Backstage DistributionSemantic Kernel Updated
Microsoft's AI Orchestration SDK
Deprecated
SGLang Updated
SGLang is an open-source high-performance serving framework for large …
OSS
Open source
Strands Agents Updated
AWS-Native Agent SDK
AWS
Managed
Stripe Connect Updated
Payment Infrastructure for Marketplaces and Platforms
Supabase Updated
Open-Source Firebase Alternative
OSSOpen source
Temporal Updated
Durable Workflow Orchestration Platform
OSSOpen source
Best for Durable workflow orchestration in code
Terraform Updated
Infrastructure as Code for AI ProjectsOpen source (BSL)
Best for Infrastructure as code across providers
Text Generation Inference (TGI) Updated
Hugging Face's open-source, production-grade server for deploying open …Deprecated
TimescaleDB Updated
Time-Series Database on PostgreSQL
OSS
Open source
Together AI Updated
Together AI is a cloud platform for running, fine-tuning, and serving …
Using Notion as an AI Backend Updated
Databases, APIs, and Automation
vLLM Updated
High-Performance LLM Serving Engine
OSSOpen source
Weaviate Updated
Open-Source Vector Database
OSS
Open source
Weights & Biases Updated
ML Experiment PlatformxAI Grok Updated
xAI, now a SpaceX subsidiary trading as SpaceXAI, builds the Grok …
Xinity Updated
Xinity is open-source sovereign AI infrastructure software: an …
OSS
Open source
YOLO (Ultralytics) Updated
YOLO is a family of single-stage, real-time object detectors that find …
OSS
Open source
Zep Updated
Temporal Knowledge-Graph Memory for Agents
Zustand Updated
Lightweight React State Management
AI21 Labs
AI21 Labs built the Jamba hybrid Mamba-Transformer model family, but …
Aider
An open-source terminal tool for AI pair programming that edits your …
OSS
Open source
Amazon Athena
Serverless SQL Analytics
AWSManaged on open source
$$
Best for Ad-hoc SQL over data already in S3
Amazon Cognito
User Authentication and Identity
AWSClosed managed
$$
Best for AWS-native authentication for apps and agents
Amazon Comprehend
NLP at Scale
AWSClosed managed
$$
Best for Classic NLP at scale without training models
Amazon Connect
AI-Powered Contact Center
AWSClosed managed
$$$
Renamed
Best for Cloud contact center with AI assist
Amazon DynamoDB
Fully Managed NoSQL Database
AWSClosed managed
$$
Best for High-scale key-value and document workloads
Amazon EMR
Big Data Processing for AI
AWSManaged on open source
$$
Best for Managed Spark, Trino, and Flink at scale
Amazon Forecast
Time Series Forecasting
AWSManaged
Deprecated
Amazon HealthLake
Healthcare Data Store
AWSManaged
Amazon Lookout for Metrics
Anomaly Detection
AWS
Managed
Discontinued
Amazon Managed Grafana
Operational Dashboards
AWSManaged
Amazon MSK
Managed Streaming for Apache Kafka
AWSManaged
Amazon Neptune
Graph Database for AI Applications
AWSManaged
Amazon OpenSearch Service
Search and Analytics for AI
AWSManaged on open source
$$
Best for Managed search and vector retrieval
Amazon Personalize
ML-Powered Recommendations
AWSManaged
Amazon Pinpoint
AI-Driven Customer Engagement
AWSManaged
Deprecated
Amazon Redshift
Cloud Data Warehouse
AWSManaged
Amazon Textract
Document Data Extraction
AWSManaged
Amazon Transcribe
Speech-to-Text for Enterprise
AWSManaged
Ansible
Ansible is Red Hat's open-source, agentless automation tool for …
OSS
Open source
Apache Hadoop
Distributed Big Data Framework
OSSOpen source
Argo Workflows
Kubernetes-Native Workflow Engine
OSSOpen source
AWS Amplify
Full-Stack App Development
AWSClosed managed
$
Best for Frontend-first full-stack apps on AWS
AWS Fargate
Serverless Container Compute
AWSClosed managed
$$
Best for Containers without managing nodes
Azure Blob Storage
Scalable Object Storage for AI Workloads
AzureManaged
Azure Data Factory
Cloud Data Integration and ETL
AzureManaged
Azure Event Grid
Serverless Event Routing
AzureManaged
Azure Event Hubs
Big Data Streaming Ingestion
AzureManaged
Azure IoT Hub
Managed IoT Device Communication
AzureClosed managed
$$
Best for Managed device-to-cloud messaging on Azure
Azure Logic Apps
Low-Code Workflow Orchestration
AzureManaged
Azure Monitor
Full-Stack Observability Platform
AzureManaged
Azure Synapse Analytics
Unified Analytics and Data Warehousing
AzureManaged
Backstage
Open-Source Developer Portal Framework
OSSOpen source
Cloud Armor
Web Application Firewall and DDoS Protection
GCP
Managed
Cloud Bigtable
Wide-Column NoSQL Database
GCP
Managed
Cloud Firestore
Serverless Document Database
GCP
Managed
Cloud Healthcare API
Healthcare Data Interoperability
GCP
Managed
Cloud Workflows
Serverless Orchestration Service
GCP
Managed
Cortex
Scorecards and Engineering Operations Platform
Crossplane
Kubernetes-Native Control Plane Framework
OSSOpen source
Crusoe
Crusoe is an energy-first AI cloud that builds its own data centers …
Google Cloud Storage
Scalable Object Storage
GCPManaged
Goose
An open-source, on-machine AI agent with a desktop app, CLI, and API …
OSS
Open source
Grafana
Open-Source Observability Dashboards
OSSOpen source
Great Expectations
Data Validation and Quality
OSS
Open source
Hugo
Static Site GeneratorHumanitec
Score Specification and Platform Orchestrator
IBM watsonx
IBM's enterprise AI and data platform, combining model building, a …
Lambda (GPU Cloud)
Lambda is a developer-friendly GPU cloud for training and inference, …
LangGraph
Stateful AI Agent GraphsLetta
Agent Runtime with First-Class Memory
Media CDN
Content Delivery for Streaming and Media
GCP
Managed
Mem0
Persistent Memory for AI Agents
Modal
Modal is a serverless cloud platform for running Python and AI …
n8n
Workflow Automation for AI Agents
Nebius
Nebius is a full-stack AI cloud offering GPU compute, storage, and …
NeMo Guardrails
Conversational Safety Framework
Neo4j
Graph Database Platform
OSSOpen source
NetApp for AI
How NetApp uses ONTAP data management, disaggregated storage, and the …
OpsLevel
Service Maturity and Ownership Platform
Paperspace
Paperspace, now part of DigitalOcean, offers cloud GPUs, Jupyter …
pgvector
Vector Search in PostgreSQL
Port
Catalog-First Internal Developer Portal with AI Agents
Prefect
Modern Workflow Orchestration
OSSOpen source
Best for Pythonic data workflow orchestration
Prometheus
Open-Source Monitoring and Alerting
OSSOpen source
Recommendations AI
Personalized Recommendation Engine
GCP
Managed
Red Hat OpenShift
Red Hat OpenShift is an enterprise Kubernetes platform for running …
Red Hat OpenShift AI
A hybrid cloud MLOps platform for building, training, serving, and …
Reka AI
Reka AI is a research lab building natively multimodal models, now …
Remotion
Programmatic Video Creation with React
Open source (license varies)
Best for Programmatic video creation with React
Roadie
Managed Backstage Hosting
RunPod
RunPod is a GPU cloud offering on-demand pods, a lower-cost community …
spaCy
Industrial-Strength NLP Library
OSS
Open source
TensorFlow
TensorFlow is Google's open-source end-to-end machine learning …
OSS
Open source
Tesseract OCR
Open-Source Optical Character Recognition
OSS
Open source
Vast.ai
Vast.ai is a marketplace that rents GPU compute from many providers, …
Vultr
Vultr is an independent developer cloud that pairs general compute …
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