Hugging Face · ML & infrastructure
Hugging Face hosts open models, datasets, and Spaces, with inference and training tools.
Pricing
Free - $9/month
Trust 88
97 tools ranked
The layer underneath the products everyone talks about: vector databases, model observability, evaluation, serving and the pipelines that hold it together. Unglamorous, and the part most likely to decide whether what you build actually works in production.
How the ranking works →Hugging Face · ML & infrastructure
Hugging Face hosts open models, datasets, and Spaces, with inference and training tools.
Pricing
Free - $9/month
Trust 88
Coefficient · ML & infrastructure
Connects Google Sheets and Excel to live data from Salesforce, databases and SaaS tools, with AI for analysis, formulas and automated reports.
Pricing
Free - $49/month
Trust 87
Seldon · ML & infrastructure
Seldon provides a model deployment and serving platform on Kubernetes with the Seldon Core and Core 2 inference frameworks.
Pricing
Free (open source)
Trust 87
Slidebean · ML & infrastructure
An AI presentation tool that auto-designs slides from your content, with pitch-deck templates and financial-model tools for startups.
Pricing
$29-$149/month
Trust 87
Fiscal AI · ML & infrastructure
FinChat (by Fiscal AI) provides AI-driven analysis of company fundamentals, KPIs, and earnings transcripts for investors and equity researchers.
Pricing
Free - $50/month
Trust 86
MLflow (Linux Foundation) · ML & infrastructure
MLflow is an open-source platform for managing the machine learning lifecycle, including experiment tracking, model registry, and deployment.
Pricing
Free (open source)
Trust 86
Weights & Biases · ML & infrastructure
Weights & Biases is an MLOps platform for experiment tracking, model management, evaluations, and LLM monitoring.
Pricing
Free - $50/month
Trust 86
deepset · ML & infrastructure
Haystack is deepset's open-source framework for building production RAG pipelines, search systems, and AI agents.
Pricing
Free (open source)
Trust 85
BerriAI · ML & infrastructure
An open-source proxy and SDK that gives one OpenAI-compatible interface to 100+ LLM providers, with routing, fallbacks, budgets and logging.
Pricing
Free (open source)
Trust 85
LlamaIndex · ML & infrastructure
LlamaIndex is an open-source data framework for connecting custom data sources to LLMs for retrieval-augmented generation and agents.
Pricing
Free (open source)
Trust 85
Arize AI · ML & infrastructure
An open-source observability tool for LLM and ML applications offering tracing, evaluation and troubleshooting for agents and RAG pipelines.
Pricing
Free (open source)
Trust 84
Glasp · ML & infrastructure
A web highlighter and social knowledge tool that lets you save quotes, summarize articles and videos with AI, and build a personal knowledge base.
Pricing
Free - $10/month
Trust 84
Groq · ML & infrastructure
GroqCloud runs open LLMs at very high speed on custom LPU hardware, via API.
Pricing
Free tier + usage-based
Trust 84
Ajelix · ML & infrastructure
A toolkit of AI helpers that generate and explain spreadsheet formulas, write scripts, translate sheets and build BI reports.
Pricing
Free - $5.95/month
Trust 83
Equals · ML & infrastructure
A modern spreadsheet that connects directly to databases and SaaS tools, with AI assistance for analysis, reporting and recurring dashboards.
Pricing
Free - $100/month
Trust 83
Fiddler AI · ML & infrastructure
Fiddler AI is an AI observability platform for monitoring, explaining, and analyzing ML models and LLM applications in production.
Pricing
Free
Trust 83
Glass Health · ML & infrastructure
An AI platform for clinicians that suggests differential diagnoses and evidence-based clinical plans from a patient summary to support decisions.
Pricing
Free
Trust 83
Google · ML & infrastructure
Google Cloud offers compute, storage, databases, Kubernetes, and AI services.
Pricing
Free tier + usage-based
Trust 83
PromptLayer · ML & infrastructure
A platform for versioning, testing and monitoring LLM prompts, with logging, evaluation and a visual prompt registry for AI product teams.
Pricing
Free - $50/month
Trust 83
Basedash · ML & infrastructure
Basedash connects to your database and uses AI to generate dashboards, charts, and admin panels from natural-language prompts.
Pricing
Free - $25/month
Trust 82
Formula Bot · ML & infrastructure
Formula Bot generates spreadsheet formulas from plain English and offers an AI data analyst for Excel and Google Sheets workflows.
Pricing
Free - $9/month
Trust 82
Numerous · ML & infrastructure
An add-on that brings AI functions to Google Sheets and Excel for bulk text generation, classification, extraction and formula help at scale.
Pricing
Free - $10/month
Trust 82
Coveo · ML & infrastructure
An enterprise platform delivering AI search, recommendations and generative answering across commerce, service and workplace experiences.
Pricing
Custom pricing
Trust 81
Vald (Yahoo Japan) · ML & infrastructure
Vald is a highly scalable, distributed open-source vector search engine built on Kubernetes for fast approximate nearest neighbor search.
Pricing
Free (open source)
Trust 81
Braintrust · ML & infrastructure
Braintrust is an end-to-end platform for evaluating, testing, and monitoring AI and LLM applications throughout development.
Pricing
Free - $249/month
Trust 80
Helicone · ML & infrastructure
Helicone is an open-source observability platform that helps developers log, monitor, and debug LLM application usage and costs.
Pricing
Free - $20/month
Trust 80
Pricing
Free - $36/month
Trust 80
MagicSlides · ML & infrastructure
A Google Slides add-on and web app that generates presentations from text, topics, YouTube links or PDFs in seconds across many languages.
Pricing
Free - $8/month
Trust 80
Portkey · ML & infrastructure
Portkey is an AI gateway that provides unified LLM routing, observability, caching, and guardrails for production AI applications.
Pricing
Free - $49/month
Trust 80
PromptLoop · ML & infrastructure
Runs AI research and enrichment across spreadsheet rows, scraping web data and structuring it into columns for sales and market research.
Pricing
$49-$99/month
Trust 80
Replicate · ML & infrastructure
Replicate lets you run and deploy thousands of open-source AI models with one API call.
Pricing
Free tier + usage-based
Trust 80
SheetAI · ML & infrastructure
A Google Sheets add-on with custom AI functions to generate, summarize, classify and extract text directly in cells without leaving the sheet.
Pricing
Free - $9/month
Trust 80
SlidesGPT · ML & infrastructure
Generates editable PowerPoint and Google Slides presentations from a prompt or document, with an API for programmatic slide generation.
Pricing
Free - $9.99/month
Trust 80
Wonderslide · ML & infrastructure
Turns rough slides or text into professionally designed presentations automatically, choosing layouts, fonts and visuals to match your style.
Pricing
Free - $10/month
Trust 80
Athina · ML & infrastructure
Helps teams evaluate, monitor and debug LLM applications with automated evals, datasets and experiments to ship reliable AI features.
Pricing
Free
Trust 79
Bricks · ML & infrastructure
An AI-native spreadsheet that turns data into charts, dashboards and documents from natural-language prompts, blending docs and sheets.
Pricing
Free - $10/month
Trust 79
Comet ML · ML & infrastructure
Comet is an MLOps platform for experiment tracking, model production monitoring, and LLM evaluation across the ML lifecycle.
Pricing
Free - $50/month
Trust 79
GPTExcel · ML & infrastructure
Creates and explains Excel, Google Sheets and Airtable formulas, plus SQL and scripts, from plain-language descriptions of what you need.
Pricing
Free - $6.99/month
Trust 79
Mem0 · ML & infrastructure
Mem0 is an open-source memory layer that gives AI agents and assistants persistent, personalized long-term memory.
Pricing
Free - $19/month
Trust 79
Powerdrill AI · ML & infrastructure
Powerdrill turns datasets and documents into conversational insights, generating reports, visualizations, and answers from your uploaded data.
Pricing
Free - $24/month
Trust 79
Zilliz · ML & infrastructure
Milvus is an open-source, cloud-native vector database for similarity search and AI applications at billion-scale.
Pricing
Free (open source)
Trust 78
Modal Labs · ML & infrastructure
Modal runs Python functions, ML models, and batch jobs in the cloud with serverless GPUs.
Pricing
Free tier + usage-based
Trust 78
neptune.ai · ML & infrastructure
neptune.ai is an experiment tracker built for teams training large-scale and foundation models, with fast logging and scalable metadata.
Pricing
Free
Trust 78
Pinecone · ML & infrastructure
Pinecone is a fully managed vector database for semantic search and RAG at scale.
Pricing
Free
Trust 78
Anyscale · ML & infrastructure
Ray is an open-source unified framework for scaling AI and Python applications, covering training, tuning, serving, and data processing.
Pricing
Free (open source)
Trust 78
Roboflow · ML & infrastructure
Roboflow is a computer vision platform for annotating, training, and deploying object detection and image models with minimal code.
Pricing
Free - $259/month
Trust 78
Weaviate · ML & infrastructure
Weaviate is an open-source vector database with built-in vectorization and hybrid search.
Pricing
Free
Trust 78
Labelbox · ML & infrastructure
Labelbox is a data-centric AI platform for labeling, curating, and evaluating data to train and improve machine learning models.
Pricing
Free
Trust 77
Qdrant · ML & infrastructure
Qdrant is a high-performance, open-source vector database written in Rust.
Pricing
Free
Trust 77
SuperAnnotate · ML & infrastructure
SuperAnnotate is an end-to-end platform for annotating, managing, and curating training data for computer vision, NLP, and LLMs.
Pricing
Free
Trust 77
V7 Labs · ML & infrastructure
V7 is an AI data engine for labeling images, video, and documents and automating data workflows for computer vision and agents.
Pricing
Free
Trust 77
Aporia · ML & infrastructure
Aporia provides ML observability and real-time guardrails for monitoring models and securing generative AI applications.
Pricing
Free
Trust 76
BentoML · ML & infrastructure
BentoML is an open-source framework for packaging, serving, and deploying machine learning models and AI inference pipelines.
Pricing
Free (open source)
Trust 76
ClearML · ML & infrastructure
ClearML is an open-source MLOps platform combining experiment tracking, orchestration, pipelines, and data management in one suite.
Pricing
Free - $15/month
Trust 76
Dataloop · ML & infrastructure
Dataloop is a platform for data annotation, management, and pipeline orchestration to build and operate production AI and computer vision.
Pricing
Free
Trust 76
Iterative · ML & infrastructure
DVC is an open-source tool for data and model versioning, experiment management, and reproducible ML pipelines built on top of Git.
Pricing
Free (open source)
Trust 76
Hopsworks · ML & infrastructure
Hopsworks is a data and AI platform built around a feature store, supporting feature engineering, training, and serving for ML and LLMs.
Pricing
Free
Trust 76
HumanSignal · ML & infrastructure
Label Studio is an open-source data labeling tool from HumanSignal that supports text, image, audio, and multimodal annotation.
Pricing
Free (open source)
Trust 76
Langfuse · ML & infrastructure
Langfuse is an open-source platform for tracing, evals, and analytics of LLM applications.
Pricing
Free - $59/month
Trust 76
Outerbounds · ML & infrastructure
Metaflow is an open-source framework, originally from Netflix, for building and managing real-life data science and ML pipelines.
Pricing
Free (open source)
Trust 76
Polyaxon · ML & infrastructure
Polyaxon is a platform for reproducible and scalable machine learning, orchestrating experiments and pipelines on Kubernetes.
Pricing
Free (open source)
Trust 76
Sama · ML & infrastructure
Sama provides managed data annotation and validation services for computer vision and generative AI with an ethical sourcing model.
Pricing
Custom pricing
Trust 76
Vespa.ai · ML & infrastructure
Vespa is an open-source big-data serving engine for low-latency vector, text, and structured search at scale.
Pricing
Free (open source)
Trust 76
Arize AI · ML & infrastructure
Arize AI is an ML observability platform for monitoring, troubleshooting, and evaluating models and LLM applications in production.
Pricing
Free - $50/month
Trust 75
CVAT.ai · ML & infrastructure
CVAT is an open-source annotation tool for labeling images and videos for computer vision, with a hosted cloud option.
Pricing
Free (open source)
Trust 75
Activeloop · ML & infrastructure
Deep Lake by Activeloop is a database for AI that stores vectors, datasets, and multimedia in a format optimized for deep learning.
Pricing
Free
Trust 75
Encord · ML & infrastructure
Encord is a data development platform for annotating, curating, and managing visual and multimodal data to build computer vision models.
Pricing
Free
Trust 75
Evidently AI · ML & infrastructure
Evidently AI is an open-source library and platform for evaluating, testing, and monitoring ML models and LLM applications.
Pricing
Free (open source)
Trust 75
Kili Technology · ML & infrastructure
Kili Technology is a data labeling and quality platform for building high-quality training datasets for computer vision and LLMs.
Pricing
Free
Trust 75
AimStack · ML & infrastructure
Aim is an open-source experiment tracker for AI metadata, offering a fast UI to compare thousands of training runs.
Pricing
Free (open source)
Trust 74
Anyscale · ML & infrastructure
Anyscale is a managed platform built by the creators of Ray for scaling AI and Python workloads from training to serving.
Pricing
Free tier + usage-based
Trust 74
Deepchecks · ML & infrastructure
Deepchecks is an open-source platform for continuously validating, testing, and monitoring machine learning models and LLM applications.
Pricing
Free (open source)
Trust 74
Feast (LF AI & Data) · ML & infrastructure
Feast is an open-source feature store that lets teams define, store, and serve features for training and online inference.
Pricing
Free (open source)
Trust 74
Union.ai · ML & infrastructure
Flyte is an open-source workflow orchestration platform for building scalable, reproducible data and machine learning pipelines on Kubernetes.
Pricing
Free (open source)
Trust 74
HockeyStack · ML & infrastructure
HockeyStack unifies marketing and sales data with AI to deliver multi-touch attribution, account journeys, and pipeline analytics for B2B teams.
Pricing
Custom pricing
Trust 74
LangChain · ML & infrastructure
LangSmith provides tracing, evaluation, and monitoring for LLM and agent applications.
Pricing
Free - $39/month
Trust 74
Mutiny · ML & infrastructure
Mutiny uses AI to personalize websites and landing pages for target accounts, helping B2B marketers convert more pipeline from anonymous traffic.
Pricing
Custom pricing
Trust 74
Observe.AI · ML & infrastructure
Analyzes 100% of contact-center calls and chats with AI to score quality, coach agents and surface insights, with AI agents and assist tools.
Pricing
Custom pricing
Trust 74
Galileo · ML & infrastructure
Galileo is an evaluation and observability platform for AI agents and LLM applications, with automated metrics and guardrails.
Pricing
Free
Trust 73
Marqo · ML & infrastructure
Marqo is an open-source vector search engine that handles embedding generation and retrieval in a single API for text and images.
Pricing
Free (open source)
Trust 73
Baseten · ML & infrastructure
Baseten deploys, serves, and scales machine-learning models in production with autoscaling.
Pricing
Free tier + usage-based
Trust 72
LanceDB · ML & infrastructure
LanceDB is an open-source, embedded vector database built on the Lance columnar format for multimodal AI and retrieval workloads.
Pricing
Free (open source)
Trust 72
Martian · ML & infrastructure
An LLM router that automatically sends each request to the best-performing, lowest-cost model, optimizing quality and spend across providers.
Pricing
Usage-based
Trust 72
OpenRouter · ML & infrastructure
OpenRouter routes a single API to hundreds of models from many providers, with unified billing.
Pricing
Free tier + usage-based
Trust 72
RunPod · ML & infrastructure
RunPod offers on-demand and serverless GPUs for training and running AI workloads.
Pricing
Usage-based
Trust 72
Scale AI · ML & infrastructure
Scale AI provides data labeling, RLHF, and a data engine for training and evaluating machine learning and foundation models.
Pricing
Custom pricing
Trust 72
Valohai · ML & infrastructure
Valohai is an MLOps platform that automates ML pipelines, version control, and infrastructure orchestration across cloud and on-prem.
Pricing
Custom pricing
Trust 72
Fireworks AI · ML & infrastructure
Fireworks AI serves open-source LLMs and image models with very fast, low-cost inference.
Pricing
Free tier + usage-based
Trust 70
Robust Intelligence (Cisco) · ML & infrastructure
Robust Intelligence provides AI validation and security, stress-testing models and protecting AI applications against failures and attacks.
Pricing
Custom pricing
Trust 70
Snorkel AI · ML & infrastructure
Snorkel AI is a data development platform for programmatic labeling, curation, and fine-tuning to build and align AI models.
Pricing
Custom pricing
Trust 70
Together · ML & infrastructure
Together AI offers fast inference, fine-tuning, and GPU compute for open-source LLMs.
Pricing
Free tier + usage-based
Trust 70
Cohere · ML & infrastructure
Cohere provides enterprise-grade language models, embeddings, and RAG tooling via API.
Pricing
Free tier + usage-based
Trust 68
Vellum AI · ML & infrastructure
Vellum is a development platform for building, evaluating, and deploying LLM-powered features with prompt engineering, testing, and workflow tools.
Pricing
Custom pricing
Trust 68
Beam Cloud · ML & infrastructure
Beam is a serverless cloud for running AI workloads and GPU functions, letting developers deploy inference and training jobs from Python.
Pricing
Free tier + usage-based
Trust 63
Cerebrium · ML & infrastructure
Cerebrium is a serverless GPU platform for deploying machine learning models and AI applications with low-latency autoscaling.
Pricing
Free tier + usage-based
Trust 62
Mystic.ai · ML & infrastructure
Mystic.ai is a platform for deploying and scaling machine learning models, running inference cost-effectively in your own cloud account.
Pricing
Usage-based
Trust 62
turbopuffer · ML & infrastructure
turbopuffer is a serverless vector and full-text search database built on object storage for low-cost, large-scale retrieval.
Pricing
Usage-based
Trust 60
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