data.yml

landscape:
  - category:
    name: Application Development
    subcategories:
      - subcategory:
        name: Agent & Prompt Framework
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/langchain
            description: LangChain is a language model application development library
            homepage_url: https://langchain.com
            logo: langchain.svg
            name: LangChain
            project: opensource
            repo_url: https://github.com/langchain-ai/langchain
            twitter: https://twitter.com/langchainai
          - item:
            crunchbase: https://www.crunchbase.com/organization/deepset
            description: Haystack is an open-source LLM framework for building production-ready applications
            homepage_url: https://haystack.deepset.ai/
            logo: haystack.svg
            name: Haystack
            project: opensource
            repo_url: https://github.com/deepset-ai/haystack
            twitter: https://twitter.com/Haystack_AI
          - item:
            crunchbase: https://www.crunchbase.com/organization/llamaindex
            description: LlamaIndex is a simple, flexible data framework for connecting custom data sources to large language models.
            homepage_url: https://www.llamaindex.ai/
            logo: llamaindex.svg
            name: LlamaIndex
            project: opensource
            repo_url: https://github.com/run-llama/llama_index
            twitter: https://twitter.com/llama_index
          - item:
            crunchbase: https://www.crunchbase.com/organization/langgenius-inc
            description: Dify.AI is an LLM application development platform. It integrates the concepts of Backend as a Service and LLMOps, covering the core tech stack required for building generative AI-native applications, including a built-in RAG engine.
            homepage_url: https://dify.ai
            logo: dify.svg
            name: Dify
            project: opensource
            repo_url: https://github.com/langgenius/dify
            twitter: https://twitter.com/dify_ai/
          - item:
            description: Langflow is a UI for LangChain, designed with react-flow to provide an effortless way to experiment and prototype flows.
            homepage_url: https://www.langflow.org/
            logo: langflow.svg
            name: Langflow
            project: opensource
            repo_url: https://github.com/logspace-ai/langflow
            twitter: https://twitter.com/logspace_ai
          - item:
            description: The open source alternative to OpenAI Assistants API
            homepage_url: https://www.superagent.sh/
            logo: superagent.svg
            name: Superagent
            project: opensource
            repo_url: https://github.com/homanp/superagent
            twitter: https://twitter.com/superagent_ai
          - item:
            crunchbase: https://www.crunchbase.com/organization/fixie-ai
            description: From no-code to full code, Fixie is the world's leading platform for building conversational AI agents that are designed to answer questions, take action, and live directly alongside your application.
            homepage_url: https://fixie.ai/
            logo: fixie.svg
            name: Fixie
            twitter: https://twitter.com/fixieai
          - item:
            description: Phidata is a toolkit for building AI Assistants using function calling.
            homepage_url: https://www.phidata.com
            logo: phidata.svg
            name: Phidata
            project: opensource
            repo_url: https://github.com/phidatahq/phidata
            twitter: https://twitter.com/phidatahq
      - subcategory:
        name: Observability & Evaluation
        items:
          - item:
            description: MLflow is an open-source platform, purpose-built to assist machine learning practitioners and teams in handling the complexities of the machine learning process. MLflow focuses on the full lifecycle for machine learning projects, ensuring that each phase is manageable, traceable, and reproducible.
            homepage_url: https://mlflow.org/docs/latest/index.html
            logo: mlflow.svg
            name: mlflow
            project: opensource
            repo_url: https://github.com/mlflow/mlflow
            twitter: https://twitter.com/MLflow
          - item:
            crunchbase: https://www.crunchbase.com/organization/finto-acba
            description: |
              🪢 Open source LLM observability, analytics, prompt management, evaluations, tests, monitoring, logging, tracing, LLMOps. 🕵️‍♂️ Langfuse: the LLM engineering platform. Debug, analyze and iterate together - 🍊YC W23 🤖 Stable SDKs + integrations for Typescript, Python, OpenAI, Langchain, Litellm, Flowise, Superagent and Langflow
            homepage_url: https://langfuse.com/
            logo: langfuse.svg
            name: langfuse
            project: opensource
            repo_url: https://github.com/langfuse/langfuse
            twitter: https://twitter.com/langfuse
          - item:
            crunchbase: https://www.crunchbase.com/organization/traceloop
            description: Traceloop monitors the quality of your LLM application in production using OpenTelemetry. It provides you with alerts, insights and gradual rollout capabilities to confidently deploy changes to your prompts and model configurations.
            homepage_url: https://traceloop.com
            logo: traceloop.svg
            name: traceloop
            project: opensource
            repo_url: https://github.com/traceloop/openllmetry
            twitter: https://twitter.com/traceloopdev
          - item:
            crunchbase: https://www.crunchbase.com/organization/helicone
            description: The easiest way to monitor your LLM-applications at scale
            homepage_url: https://www.helicone.ai/
            logo: helicone.svg
            name: Helicone
            project: opensource
            repo_url: https://github.com/Helicone/helicone
            twitter: https://twitter.com/helicone_ai
          - item:
            crunchbase: https://www.crunchbase.com/organization/agentops
            description: AgentOps is the toolkit for evaluating and developing robust and reliable AI agents.
            homepage_url: https://www.agentops.ai/
            name: agentops
            logo: agentops.svg
            project: opensource
            repo_url: https://github.com/AgentOps-AI/agentops
            twitter: https://twitter.com/AgentOpsAI
          - item:
            crunchbase: https://www.crunchbase.com/organization/deepchecks
            description: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
            homepage_url: https://deepchecks.com/
            name: deepchecks
            logo: deepchecks.svg
            project: opensource
            repo_url: https://github.com/deepchecks/deepchecks
            twitter: https://twitter.com/deepchecks
          - item:
            crunchbase: https://www.crunchbase.com/organization/giskard-ai
            description: The testing framework for ML models, from tabular to LLMs
            homepage_url: https://giskard.ai/
            name: giskard
            logo: giskard.svg
            project: opensource
            repo_url: https://github.com/Giskard-AI/giskard
            twitter: https://twitter.com/giskard_ai
          - item:
            crunchbase: https://www.crunchbase.com/organization/weights-biases
            description: Weights & Biases helps AI developers build better models faster. Quickly track experiments, version and iterate on datasets, evaluate model performance, reproduce models, and manage your ML workflows end-to-end.
            homepage_url: https://wandb.ai/site
            logo: wandb.svg
            name: Weights & Biases
            twitter: https://twitter.com/Weights_Biases
          - item:
            crunchbase: https://www.crunchbase.com/organization/humanloop
            description: Humanloop helps developers and product teams build high-performing applications on top of large language models like GPT-4. We help you solve the most critical workflows around prompt engineering and evaluation.
            homepage_url: https://humanloop.com/
            logo: humanloop.svg
            name: Humanloop
            twitter: https://twitter.com/humanloop
          - item:
            crunchbase: https://www.crunchbase.com/organization/unbox-3db0
            description: Openlayer is an evaluation tool that fits into your development and production pipelines to help you ship high-quality models with confidence.
            homepage_url: https://www.openlayer.com/
            logo: openlayer.svg
            name: Openlayer
            twitter: https://twitter.com/openlayerco
          - item:
            crunchbase: https://www.crunchbase.com/organization/patronus-ai-61cd
            description: Detect LLM mistakes at scale and use generative AI with confidence
            homepage_url: https://www.patronus.ai/
            logo: patronus.svg
            name: Patronus
            twitter: https://twitter.com/PatronusAI
          - item:
            crunchbase: https://www.crunchbase.com/organization/magniv-ebaf
            description: Visually manage prompts. Evaluate models. Log LLM requests. Search usage history. Collaborate as a team.
            homepage_url: https://promptlayer.com/
            logo: promptlayer.svg
            name: PromptLayer
            twitter: https://twitter.com/promptlayer
          - item:
            description: An end-to-end platform for teams to bring LLM applications into production
            homepage_url: https://baserun.ai/welcome
            logo: baserun.svg
            name: baserun
            twitter: https://twitter.com/baserunai
          - item:
            crunchbase: https://www.crunchbase.com/organization/gantry-590c
            description: Powerful observability, analytics, and evaluation for your AI-powered products.
            homepage_url: https://www.gantry.io/
            logo: gantry.svg
            name: GANTRY
            twitter: https://twitter.com/gantry_ml
          - item:
            description: Achieve Explainable AI with Contextual Bias Detection. PAM adds a contextual layer to your bias assessment methods. Ensure compliance, drive success, and foster responsible AI practices in your organization.
            homepage_url: https://palqee.ai
            logo: palqeepam.svg
            name: Palqee PAM
      - subcategory:
        name: IDE & Workspace
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/tensorchord
            description: |
              envd (ɪnˈvdɪ) is a command-line tool that helps you create the container-based development environment for AI/ML.

              Creating development environments is not easy, especially with today's complex systems and dependencies. With everything from Python to CUDA, BASH scripts, and Dockerfiles constantly breaking, it can feel like a nightmare - until now!

              Instantly get your environment running exactly as you need with a simple declaration of the packages you seek in build.envd and just one command: envd up!
            homepage_url: https://envd.tensorchord.ai/
            logo: envd.svg
            name: envd
            project: opensource
            repo_url: https://github.com/tensorchord/envd
            twitter: https://twitter.com/tensorchord
          - item:
            crunchbase: https://www.crunchbase.com/organization/gradio
            description: Gradio is the fastest way to demo your machine learning model with a friendly web interface so that anyone can use it, anywhere!
            homepage_url: https://www.gradio.app/
            logo: gradio.svg
            name: Gradio
            project: opensource
            repo_url: https://github.com/gradio-app/gradio
            twitter: https://twitter.com/gradio
          - item:
            crunchbase: https://www.crunchbase.com/organization/streamlit
            description: Streamlit turns data scripts into shareable web apps in minutes. All in pure Python. No front‑end experience required.
            homepage_url: https://streamlit.io/
            logo: streamlit.svg
            name: Streamlit
            project: opensource
            repo_url: https://github.com/streamlit/streamlit
            twitter: https://twitter.com/streamlit
          - item:
            crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
            description: Performant, customizable web apps in pure Python. Deploy in seconds.
            homepage_url: https://reflex.dev
            logo: reflex.svg
            name: Reflex
            project: opensource
            repo_url: https://github.com/reflex-dev/reflex
            twitter: https://twitter.com/getreflex
          - item:
            crunchbase: https://www.crunchbase.com/organization/stability-ai
            description: This UI allows for the design and execution of stable diffusion pipelines using a graph/nodes/flowchart based interface.
            homepage_url: https://github.com/comfyanonymous/ComfyUI
            logo: comfyui.svg
            name: ComfyUI
            project: opensource
            repo_url: https://github.com/comfyanonymous/ComfyUI
            twitter: https://twitter.com/stabilityai
          - item:
            crunchbase: https://www.crunchbase.com/organization/invoke-ai
            description: InvokeAI is a leading deployment solution for image generation models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies.
            homepage_url: https://www.invoke.com
            logo: invoke.svg
            name: Invoke
            project: opensource
            repo_url: https://github.com/invoke-ai/InvokeAI
            twitter: https://twitter.com/Invoke_AI
          - item:
            crunchbase: https://www.crunchbase.com/organization/grid-ai
            description: Lightning AI introduces a paradigm shift to AI development. Studio integrates your favorite ML tools into a single cohesive experience. It also eliminates the environment discrepancy between local code which runs on the cloud. This allows for trivial multi-node, scalable AI web apps, endpoints and more.
            homepage_url: https://lightning.ai/
            logo: lightning.svg
            name: Lightning Studio
          - item:
            crunchbase:
            description: mlinfra deploys ML Infrastructure and MLOps tooling anywhere quickly and with best practices with a single command
            homepage_url: https://mlinfra.io/latest/
            logo: mlinfra.svg
            name: mlinfra
            twitter:
      - subcategory:
        name: Testing & Debugging
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/momentic-0b4b
            description: Momentic enables developers to deploy AI agents to test web apps end-to-end. No code required - just describe user flows using natural language.
            homepage_url: https://momentic.ai/
            logo: momentic.svg
            name: Momentic
            twitter: https://twitter.com/MomenticAI
  - category:
    name: Orchestration
    subcategories:
      - subcategory:
        name: Workflow & Pipeline
        items:
          - item:
            description: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings and highest GPU availability — all with a simple interface.
            homepage_url: https://github.com/skypilot-org/skypilot
            logo: skypilot.svg
            name: SkyPilot
            project: opensource
            repo_url: https://github.com/skypilot-org/skypilot
            twitter: https://twitter.com/skypilot_org
          - item:
            description: Machine Learning Pipelines for Kubeflow
            homepage_url: https://www.kubeflow.org/
            logo: kubeflow.svg
            name: Kubeflow pipelines
            project: cncf
            repo_url: https://github.com/kubeflow/pipelines
            twitter: https://twitter.com/kubeflow
          - item:
            crunchbase: https://www.crunchbase.com/organization/union-ai
            description: Scalable and flexible workflow orchestration platform that seamlessly unifies data, ML and analytics stacks.
            homepage_url: https://flyte.org/
            logo: flyte.svg
            name: flyte
            project: opensource
            repo_url: https://github.com/flyteorg/flyte
            twitter: https://twitter.com/flyteorg
          - item:
            crunchbase: https://www.crunchbase.com/organization/outerbounds
            description: Open-source Metaflow makes it quick and easy to build and manage real-life ML, AI, and data science projects.
            homepage_url: https://metaflow.org/
            logo: metaflow.svg
            name: Metaflow
            project: opensource
            repo_url: https://github.com/Netflix/metaflow
            twitter: https://twitter.com/MetaflowOSS
          - item:
            crunchbase: https://www.crunchbase.com/organization/zenml
            description: ZenML is an extensible, open-source MLOps framework for creating portable, production-ready machine learning pipelines.
            homepage_url: https://zenml.io
            logo: zenml.svg
            name: ZenML
            project: opensource
            repo_url: https://github.com/zenml-io/zenml
            twitter: https://twitter.com/zenml_io
      - subcategory:
        name: Gateway & Router
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/portkey
            description: A Blazing Fast AI Gateway. Route to 100+ LLMs with 1 fast & friendly API.
            homepage_url: https://portkey.ai/
            logo: portkey.svg
            name: Portkey
            project: opensource
            repo_url: https://github.com/Portkey-AI/gateway
            twitter: https://twitter.com/PortkeyAI
          - item:
            crunchbase: https://www.crunchbase.com/organization/portkey
            description: The Martian Model Router dynamically routes requests to the best LLM in real-time.
            homepage_url: https://withmartian.com/
            logo: martian.svg
            name: Martian
            twitter: https://twitter.com/withmartian
          - item:
            description: AI Gateway – the portal to making your AI applications more observable, reliable, and scalable.
            homepage_url: https://developers.cloudflare.com/ai-gateway/
            logo: cloudflare.svg
            name: Cloudflare AI Gateway
  - category:
    name: Data Management
    subcategories:
      - subcategory:
        name: Storage
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/juicefs
            description: JuiceFS is a high performance distributed file system for cloud, compatible with POSIX, HDFS and S3 API
            homepage_url: https://juicefs.com
            logo: juicefs.svg
            name: JuiceFS
            project: opensource
            repo_url: https://github.com/juicedata/juicefs
            twitter: https://twitter.com/juicedatainc
          - item:
            crunchbase: https://www.crunchbase.com/organization/treeverse
            description: LakeFS is a developer of a scalable data version control system
            homepage_url: https://lakefs.io/
            logo: lakefs.svg
            name: lakeFS
            project: opensource
            repo_url: https://github.com/treeverse/lakeFS
            twitter: https://twitter.com/lakeFS
      - subcategory:
        name: Vector Database
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/chroma-4a75
            description: the AI-native open-source embedding database
            homepage_url: https://www.trychroma.com/
            logo: chroma.svg
            name: chroma
            project: opensource
            repo_url: https://github.com/chroma-core/chroma
            twitter: https://twitter.com/weaviate_io
          - item:
            crunchbase: https://www.crunchbase.com/organization/zilliz
            description: Vector database built for scalable similarity search
            homepage_url: https://milvus.io/
            logo: milvus.svg
            name: Milvus
            project: opensource
            repo_url: https://github.com/milvus-io/milvus
            twitter: https://twitter.com/milvusio
          - item:
            crunchbase: https://www.crunchbase.com/organization/tensorchord
            description: Scalable Vector Search in Postgres. Revolutionize Vector Search, not Database.
            homepage_url: https://pgvecto.rs
            logo: pgvectors.svg
            name: pgvecto.rs
            project: opensource
            repo_url: https://github.com/tensorchord/pgvecto.rs
            twitter: https://twitter.com/tensorchord
          - item:
            crunchbase: https://www.crunchbase.com/organization/qdrant
            description: Powering the next generation of AI applications with advanced and high-performant vector similarity search technology.
            homepage_url: https://qdrant.tech/
            logo: qdrant.svg
            name: Qdrant
            project: opensource
            repo_url: https://github.com/qdrant/qdrant
            twitter: https://twitter.com/qdrant_engine
          - item:
            crunchbase: https://www.crunchbase.com/organization/weaviate
            description: Weaviate is an open source, AI-native vector database that helps developers create intuitive and reliable AI-powered applications.
            homepage_url: https://weaviate.io/
            logo: weaviate.svg
            name: weaviate
            project: opensource
            repo_url: https://github.com/weaviate/weaviate
            twitter: https://twitter.com/weaviate_io
          - item:
            description: Open-source vector similarity search for Postgres
            homepage_url: https://github.com/pgvector/pgvector
            logo: pgvector.svg
            name: pgvector
            project: opensource
            repo_url: https://github.com/pgvector/pgvector
          - item:
            crunchbase: https://www.crunchbase.com/organization/lancedb
            description: A new kind of vector database, built for developers
            homepage_url: https://lancedb.com/
            logo: lancedb.svg
            name: lancedb
            project: opensource
            repo_url: https://github.com/lancedb/lancedb
            twitter: https://twitter.com/lancedb
          - item:
            crunchbase: https://www.crunchbase.com/organization/vespa-ai
            description: the open source platform for combining data and AI, online.
            homepage_url: https://vespa.ai
            logo: vespa.svg
            name: vespa
            project: opensource
            repo_url: https://github.com/vespa-engine/vespa
            twitter: https://twitter.com/vespaengine
          - item:
            crunchbase: https://www.crunchbase.com/organization/pinecone
            description: Pinecone serverless lets you deliver remarkable GenAI applications faster, at up to 50x lower cost.
            homepage_url: https://www.pinecone.io/
            logo: pinecone.svg
            name: pinecone
            twitter: https://twitter.com/pinecone
          - item:
            crunchbase: https://www.crunchbase.com/organization/supabase
            description: The Postgres Vector database and AI Toolkit
            homepage_url: https://supabase.com/vector
            logo: supabase.svg
            name: supabase
            twitter: https://twitter.com/supabase
          - item:
            description: The SQL Vector Database for Scalable AI
            homepage_url: https://myscale.com/
            logo: myscale.svg
            name: MyScale
            twitter: https://twitter.com/MyScaleDB
      - subcategory:
        name: ETL & Data Pipeline
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/airbyte-b3bb
            description: Airbyte an open-source data integration platform with built-in connectors for AI data pipelines.
            homepage_url: https://airbyte.com
            logo: airbyte.svg
            name: Airbyte
            project: opensource
            repo_url: https://github.com/airbytehq/airbyte
            twitter: https://twitter.com/AirbyteHQ
          - item:
            crunchbase: https://www.crunchbase.com/organization/unstructured-technologies-inc
            description: The unstructured library is designed to help preprocess structure unstructured text documents for use in downstream machine learning tasks. Examples of documents that can be processed using the unstructured library include PDFs, XML and HTML documents.
            homepage_url: https://unstructured.io/
            logo: unstructured.svg
            name: unstructured
            project: opensource
            repo_url: https://github.com/Unstructured-IO/unstructured
            twitter: https://twitter.com/UnstructuredIO
          - item:
            crunchbase: https://www.crunchbase.com/organization/neum-ai
            description: Neum AI is a data platform that helps developers leverage their data to contextualize Large Language Models through Retrieval Augmented Generation (RAG) This includes extracting data from existing data sources like document storage and NoSQL, processing the contents into vector embeddings and ingesting the vector embeddings into vector databases for similarity search.
            homepage_url: https://www.neum.ai/
            logo: neum.svg
            name: NEUM
            project: opensource
            repo_url: https://github.com/NeumTry/NeumAI
            twitter: https://twitter.com/neum_ai
          - item:
            description: Indexify is a reactive structured extraction engine for un-structured data.
            homepage_url: https://getindexify.io/
            logo: indexify.svg
            name: Indexify
            repo_url: https://github.com/tensorlakeai/indexify
          - item:
            crunchbase: https://www.crunchbase.com/organization/nomic-ai
            description: Interact, discover insights and build with unstructured text, image and audio data.
            homepage_url: https://atlas.nomic.ai/
            logo: atlas.svg
            name: NOMIC atlas
            twitter: https://twitter.com/nomic_ai
          - item:
            description: Shift data left
            homepage_url: https://www.gable.ai/
            logo: gable.svg
            name: gable
      - subcategory:
        name: AI in DB
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/mindsdb
            description: We've enhanced SQL to simplify the creation of AI tools that need access to realtime data to perform their tasks.
            homepage_url: https://mindsdb.com/
            logo: mindsdb.svg
            name: mindsdb
            project: opensource
            repo_url: https://github.com/mindsdb/mindsdb
            twitter: https://twitter.com/MindsDB
          - item:
            crunchbase: https://www.crunchbase.com/organization/postgresml
            description: PostgresML is a complete MLOps platform in a PostgreSQL extension. Build simpler, faster and more scalable models right inside your database.
            homepage_url: https://postgresml.org/
            logo: postgresml.svg
            name: PostgresML
            project: opensource
            repo_url: https://github.com/postgresml/postgresml
            twitter: https://twitter.com/postgresml
          - item:
            crunchbase: https://www.crunchbase.com/organization/cleanlab
            description: cleanlab helps you clean data and labels by automatically detecting issues in a ML dataset. To facilitate machine learning with messy, real-world data, this data-centric AI package uses your existing models to estimate dataset problems that can be fixed to train even better models.
            homepage_url: https://cleanlab.ai/
            logo: cleanlab.svg
            name: Cleanlab
            project: opensource
            repo_url: https://github.com/cleanlab/cleanlab
            twitter: https://twitter.com/CleanlabAI
          - item:
            description: Improve your SQL skills and save time using AI by generating optimized SQL queries effortlessly!
            homepage_url: https://chat2db.ai/
            logo: chat2db.svg
            name: chat2db
            project: opensource
            repo_url: https://github.com/chat2db/Chat2DB
            twitter: https://twitter.com/chat2_db
          - item:
            crunchbase: https://www.crunchbase.com/organization/vanna-ai
            description: Chat with your SQL. Python package for accurate Text-to-SQL Generation via LLMs using RAG
            homepage_url: https://vanna.ai/
            logo: vanna.svg
            name: Vanna.AI
            project: opensource
            repo_url: https://github.com/vanna-ai/vanna
            twitter: https://twitter.com/vannadotai
          - item:
            description: Improve your SQL skills and save time using AI by generating optimized SQL queries effortlessly!
            homepage_url: https://www.text2sql.ai/
            logo: text2sql.svg
            name: text2sql
            twitter: https://twitter.com/text2sql
      - subcategory:
        name: Data Curation
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/mirage
            description: Lightly is a data curation company for machine learning that helps companies build better models through better data.
            homepage_url: https://www.lightly.ai/
            logo: lightly.svg
            name: lightly
            project: opensource
            repo_url: https://github.com/lightly-ai/lightly
            twitter: https://twitter.com/LightlyAI
  - category:
    name: Runtime
    subcategories:
      - subcategory:
        name: Inference & Deployment
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/bentoml
            description: BentoML is the platform for software engineers to build AI products.
            homepage_url: https://bentoml.com/
            logo: bentoml.svg
            name: bentoml
            project: opensource
            repo_url: https://github.com/bentoml/bentoml
            twitter: https://twitter.com/bentomlai
          - item:
            description: A high-throughput and memory-efficient inference and serving engine for LLMs
            homepage_url: https://docs.vllm.ai/en/latest/
            logo: vllm.svg
            name: vLLM
            project: opensource
            repo_url: https://github.com/vllm-project/vllm
          - item:
            description: Highly scalable and standards based Model Inference Platform on Kubernetes for Trusted A
            homepage_url: https://kserve.github.io/website/latest/
            logo: kserve.svg
            name: kserve
            project: opensource
            repo_url: https://github.com/kserve/kserve
          - item:
            crunchbase: https://www.crunchbase.com/organization/seldon
            description: An MLOps framework to package, deploy, monitor and manage thousands of production machine learning models
            homepage_url: https://www.seldon.io/solutions/core-plus
            logo: seldon.svg
            name: Seldon Core
            project: opensource
            repo_url: https://github.com/SeldonIO/seldon-core
            twitter: https://twitter.com/seldon_io
          - item:
            crunchbase: https://www.crunchbase.com/organization/tensorchord
            description: OpenModelZ is tool to deploy your models to any cluster (GCP, AWS, Lambda labs, your home lab, or even a single machine).
            homepage_url: https://docs.open.modelz.ai/
            logo: openmodelz.svg
            name: OpenModelZ
            project: opensource
            repo_url: https://github.com/tensorchord/openmodelz
            twitter: https://twitter.com/tensorchord
          - item:
            crunchbase: https://www.crunchbase.com/organization/replicate
            description: Run and fine-tune open-source models. Deploy custom models at scale. All with one line of code.
            homepage_url: https://replicate.com/
            logo: replicate.svg
            name: replicate
            project: opensource
            repo_url: https://github.com/replicate/cog
            twitter: https://twitter.com/replicate
          - item:
            description: LLM inference in pure C/C++
            homepage_url: https://ggml.ai/
            repo_url: https://github.com/ggerganov/ggml
            logo: ggml.svg
            name: GGML
            project: opensource
            twitter: https://twitter.com/ggerganov
          - item:
            crunchbase: https://www.crunchbase.com/organization/lepton
            description: Run AI applications efficiently, at scale, and in minutes with a cloud native platform.
            homepage_url: https://www.lepton.ai/
            logo: lepton.svg
            name: lepton
            project: opensource
            repo_url: https://github.com/leptonai/leptonai
            twitter: https://twitter.com/leptonAI
          - item:
            crunchbase: https://www.crunchbase.com/organization/huggingface
            description: The AI community building the future.
            homepage_url: https://huggingface.co/
            logo: huggingface.svg
            name: huggingface
            project: opensource
            repo_url: https://github.com/huggingface
            twitter: https://twitter.com/huggingface
          - item:
            crunchbase: https://www.crunchbase.com/organization/xorbits
            description: Xorbits Inference(Xinference) is a powerful and versatile library designed to serve language, speech recognition, and multimodal models. With Xorbits Inference, you can effortlessly deploy and serve your or state-of-the-art built-in models using just a single command. Whether you are a researcher, developer, or data scientist, Xorbits Inference empowers you to unleash the full potential of cutting-edge AI models.
            homepage_url: https://xorbits.io/
            logo: xorbits.svg
            name: xinference
            project: opensource
            repo_url: https://github.com/xorbitsai/inference
            twitter: https://twitter.com/xorbitsio
          - item:
            crunchbase: https://www.crunchbase.com/organization/deep-infra
            description: Fast ML Inference, Simple API
            homepage_url: https://deepinfra.com/
            logo: deepinfra.svg
            name: deepinfra
            twitter: https://twitter.com/DeepInfra
          - item:
            crunchbase: https://www.crunchbase.com/organization/modal-labs
            description: Run generative AI models, large-scale batch jobs, job queues, and much more.
            homepage_url: https://modal.com/
            logo: modal.svg
            name: Modal
            twitter: https://twitter.com/modal_labs
          - item:
            crunchbase: https://www.crunchbase.com/organization/together-1a7e
            description: The fastest cloud platform for building and running generative AI.
            homepage_url: https://www.together.ai/
            logo: together.svg
            name: together.ai
            twitter: https://twitter.com/togethercompute
          - item:
            crunchbase: https://www.crunchbase.com/organization/modular-ai
            description: Modular is an AI software developer platform that unifies the development and deployment of AI for everyone.
            homepage_url: https://www.modular.com/max
            logo: modular.svg
            name: Modular Max
            twitter: https://twitter.com/modular
          - item:
            crunchbase: https://www.crunchbase.com/organization/fireworks-ai
            description: Fireworks.ai is a lightning-fast inference platform that helps you serve your large language models (LLMs).
            homepage_url: https://fireworks.ai/
            logo: fireworks.svg
            name: fireworks
            twitter: https://twitter.com/FireworksAI_HQ
          - item:
            crunchbase: https://www.crunchbase.com/organization/anyscale
            description: Run, Fine Tune and Scale LLMs via production-ready APIs
            homepage_url: https://www.anyscale.com/endpoints
            logo: anyscale.svg
            name: Anyscale Endpoints
            twitter: https://twitter.com/raydistributed
          - item:
            crunchbase: https://www.crunchbase.com/organization/geniusrise
            description: Run, Fine Tune and Scale text, vision, audio and multi-modal models via CLI on local or kubernetes
            homepage_url: https://geniusrise.ai
            logo: geniusrise.svg
            name: Geniusrise
            twitter: https://twitter.com/genius_rise
          - item:
            crunchbase: https://www.crunchbase.com/organization/banana-d87d
            description: Inference hosting for AI teams who ship fast and scale faster.
            homepage_url: https://www.banana.dev/
            logo: banana.svg
            name: BANANA
            twitter: https://twitter.com/bananadev_
          - item:
            crunchbase: https://www.crunchbase.com/organization/octoml
            description: OctoAI delivers production-grade GenAI solutions running on the most efficient compute, empowering builders to launch the next generation of AI applications.
            homepage_url: https://octo.ai/
            logo: octoai.svg
            name: OctoAI
            twitter: https://twitter.com/octoaicloud
          - item:
            crunchbase: https://www.crunchbase.com/organization/runpod
            description: Globally distributed GPU cloud built for production. Develop, train, and scale AI applications.
            homepage_url: https://www.runpod.io/
            logo: runpod.svg
            name: RunPod
            twitter: https://twitter.com/runpod_io
          - item:
            crunchbase: https://www.crunchbase.com/organization/daocloud
            description: Baize is a Cloud Native AI module in DCE 5.0 that offers an integrated AI computing platform. It optimizes GPU performance, schedules computing resources efficiently, and provides simplified AI development frameworks to accelerate AI application deployment across industries.
            homepage_url: https://docs.daocloud.io/en/baize/intro/
            logo: daocloud.svg
            name: DCE 5.0
            twitter: https://twitter.com/daocloud_io
          - item:
            crunchbase: https://www.crunchbase.com/organization/neuro-ai
            description: Run AI models as a scalable and secure API in your cloud or on our serverless cloud.
            homepage_url: https://www.mystic.ai/
            logo: mystic.svg
            name: Mystic AI
            twitter: https://twitter.com/mysticdotai
          - item:
            crunchbase: https://www.crunchbase.com/organization/dutch-analytics
            description: Powerful AI model serving and orchestration with unmatched simplicity, speed and scale. In cloud, on-premise, hybrid or multicloud.
            homepage_url: https://ubiops.com/
            logo: ubiops.svg
            name: UbiOps
            twitter: https://twitter.com/UbiOps_
      - subcategory:
        name: Finetuning & RLHF
        items:
          - item:
            description: An integrated platform to fine-tune, deploy and manage LLM applications.
            homepage_url: https://tensormatrix.com/
            logo: tensormatrix.svg
            name: tensormatrix
            project: opensource
            repo_url: https://github.com/TUDB-Labs/multi-lora-fine-tune
            twitter: https://twitter.com/Tensor_matrix
          - item:
            description: Get LLMs in production in 2 minutes with Lamini!
            homepage_url: https://www.lamini.ai/
            logo: lamini.svg
            name: lamini
            project: opensource
            repo_url: https://github.com/lamini-ai/lamini
            twitter: https://twitter.com/LaminiAI
          - item:
            crunchbase: https://www.crunchbase.com/organization/predibase
            description: Predibase is a low-code AI platform built for developers. Train, finetune, and deploy any model, from linear regression to large language models. Predibase is built on top of the open source ML framework Ludwig.
            homepage_url: https://predibase.com/
            logo: predibase.svg
            name: Predibase (ludwig)
            project: opensource
            repo_url: https://github.com/ludwig-ai/ludwig
            twitter: https://twitter.com/ludwig_ai
          - item:
            crunchbase: https://www.crunchbase.com/organization/arcee-ai
            description: Arcee's proprietary SLM domain adaptative language model system helps you adapt and align your AI to your data, leading to more efficient and accurate training of your own SLMs.
            homepage_url: https://www.arcee.ai/
            logo: arcee.svg
            name: arcee
            twitter: https://twitter.com/arcee_ai
  - category:
    name: Foundation Model
    subcategories:
      - subcategory:
        name: LLM
        items:
          - item:
            description: The next generation of open source large language model
            homepage_url: https://ai.meta.com/llama/
            logo: llama.svg
            name: Llama 2
            project: opensource
            repo_url: https://github.com/facebookresearch/llama
          - item:
            crunchbase: https://www.crunchbase.com/organization/mistral-ai
            description: A 7B dense Transformer, fast-deployed and easily customisable. Small, yet powerful for a variety of use cases. Supports English and code, and a 8k context window.
            homepage_url: https://mistral.ai/
            logo: mistral.svg
            name: mistral
            project: opensource
            repo_url: https://github.com/mistralai/mistral-src
            twitter: https://twitter.com/MistralAI
          - item:
            description: OpenAI GPT
            homepage_url: https://openai.com/product
            logo: openai.svg
            name: ChatGPT
            twitter: https://twitter.com/openai
          - item:
            description: A next-generation AI assistant for your tasks, no matter the scale
            homepage_url: https://claude.ai/
            logo: claude.svg
            name: claude
            twitter: https://twitter.com/AnthropicAI
      - subcategory:
        name: Code
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/tabbyml
            description: Opensource, self-hosted AI coding assistant
            homepage_url: https://tabby.tabbyml.com/
            logo: tabby.svg
            name: Tabby
            project: opensource
            repo_url: https://github.com/TabbyML/tabby
            twitter: https://twitter.com/Tabby_ML
          - item:
            crunchbase: https://www.crunchbase.com/organization/tabnine
            description: The AI coding assistant that you control
            homepage_url: https://www.tabnine.com/
            logo: tabnine.svg
            name: Tabnine
            twitter: https://twitter.com/tabnine
      - subcategory:
        name: Image
        items:
          - item:
            description: text-to-image model
            homepage_url: https://stability.ai/stable-image
            logo: sd.svg
            name: Stable Diffusion
            project: opensource
            repo_url: https://github.com/Stability-AI/stablediffusion
      - subcategory:
        name: Audio
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/suno-279f
            description: Text-Prompted Generative Audio Model
            homepage_url: https://www.suno.ai/
            logo: suno.svg
            name: bark
            project: opensource
            repo_url: https://github.com/suno-ai/bark
            twitter: https://twitter.com/suno_ai_
          - item:
            crunchbase: https://www.crunchbase.com/organization/play-ht
            description: Generate AI Voices, Indistinguishable from Humans
            homepage_url: https://play.ht/
            logo: playht.svg
            name: PlayHT
            twitter: https://twitter.com/play_ht
          - item:
            crunchbase: https://www.crunchbase.com/organization/elevenlabs
            description: Convert text to speech online for free with our AI voice generator. Create natural AI voices instantly in any language - perfect for video creators, developers, and businesses.
            homepage_url: https://elevenlabs.io/
            logo: elevenlabs.svg
            name: elevenlabs
            twitter: https://twitter.com/elevenlabsio
          - item:
            crunchbase: https://www.crunchbase.com/organization/resemble-ai
            description: Generative Voice AI for Enterprise
            homepage_url: https://www.resemble.ai/
            logo: resemble.svg
            name: Resemble AI
            twitter: https://twitter.com/resembleai
  - category:
    name: Hardware & Cloud
    subcategories:
      - subcategory:
        name: Cloud Provider
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/salad-technologies
            description: The Most Affordable Cloud for AI/ML Inference at Scale
            homepage_url: https://salad.com/
            logo: salad.svg
            name: salad
            twitter: https://twitter.com/salad_chefs
          - item:
            crunchbase: https://www.crunchbase.com/organization/coreweave
            description: CoreWeave is a specialized cloud provider, delivering a massive scale of GPUs on top of the industry’s fastest and most flexible infrastructure.
            homepage_url: https://www.coreweave.com/
            logo: coreweave.svg
            name: CoreWeave
            twitter: https://twitter.com/CoreWeave
          - item:
            crunchbase: https://www.crunchbase.com/organization/lambda-labs
            description: On-demand & reserved cloud GPUs for AI training & inference
            homepage_url: https://lambdalabs.com/
            logo: lambda.svg
            name: Lambda Labs
            twitter: https://twitter.com/lambdaapi
          - item:
            description: AI-centric cloud platform ready for intensive workloads with NVIDIA® H100 Tensor Core GPUs.
            homepage_url: https://nebius.ai
            logo: nebiusai.svg
            name: Nebius AI
            twitter: https://twitter.com/nebiusofficial
          - item:
            crunchbase: https://www.crunchbase.com/organization/latitudesh
            description: Deploy dedicated GPU clusters and GPU Containers in seconds
            homepage_url: https://www.latitude.sh/
            logo: latitudesh.svg
            name: Latitude.sh
            twitter: https://twitter.com/latitudesh
      - subcategory:
        name: GPU
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/sambanova-systems
            description: SambaNova Systems builds AI hardware and integrated systems to run AI applications from the data center to the cloud.
            homepage_url: https://sambanova.ai/
            logo: sambanova.svg
            name: SambaNova
            twitter: https://twitter.com/SambaNovaAI
          - item:
            crunchbase: https://www.crunchbase.com/organization/graphcore
            description: Harness the power of IPU-powered generative AI to supercharge growth, streamline operations and bring intelligence to your enterprise applications. Build and deploy AI-native products and platforms using Graphcore's cloud services, pre-trained models, optimized inference engines and APIs.
            homepage_url: https://www.graphcore.ai/
            logo: graphcore.svg
            name: GRAPHCORE
            twitter: https://twitter.com/graphcoreai
      - subcategory:
        name: Cameras & EdgeAI
        items:
          - item:
            crunchbase: https://www.crunchbase.com/organization/luxonis
            description: Luxonis builds stereo depth cameras with built-in AI accelerator
            homepage_url: https://luxonis.com/
            logo: luxonis.svg
            name: Luxonis
            twitter: https://twitter.com/luxonis/