As software development evolved over the years, we have seen a transformation from DevOps to MLOps and now the new era of Large Language Model Operations (LLMOps).DevOps emerged as a methodology for ensuring better collaboration and productivity between development and operations teams. The focus of MLOps (Machine Learning Operations) was to accelerate the development, deployment, and monitoring of machine learning models. Now, with the rise of large language models (LLMs) like GPT-4 and Claude, we’re entering the realm of LLMOps.LLMOps is about operationalizing large language models in applications to power a myriad of tasks such as text generation, prompt execution, real-time language translation, and more. In this complex and rapidly evolving field, one name stands out: Pulze.ai.In this document, we delve into why Pulze.ai is the ideal solution for anyone requiring expertise in LLMOps, providing insights into its features and how it empowers users.
Pulze.ai is engineered to revolutionize Large Language Model Operations (LLMOps). The platform offers a comprehensive suite of features tailored to empower developers and enterprises to seamlessly integrate, manage, and optimize large language models. Below are some key features of Pulze.ai:
Pulze.ai provides a robust environment for hosting and orchestrating your large language model applications. Whether you’re developing a real-time translation app or a personalized content generator, Pulze.ai simplifies deployment and management.
The platform offers built-in validation and benchmarking tools, ensuring the models you deploy perform to their potential. By comparing against industry standards, you can easily ascertain the effectiveness of your models.
Pulze.ai implements advanced LLM caching techniques to optimize model performance and reduce latency. This is crucial for applications that require real-time or near real-time responses.
Pulze.ai provides comprehensive logging and observability features, allowing you to monitor all model requests and performance metrics. With transparent response conversions and detailed metrics, you can gain critical insights into model performance and make data-driven decisions.
The platform offers seamless integration with both proprietary APIs and open APIs. This flexibility allows developers to leverage a wide variety of large language models, including the latest open-source models and custom models specific to their application needs.
Pulze.ai is built with scalability in mind, ensuring your applications perform optimally even as demand scales. With infrastructure designed following the best practices of Site Reliability Engineering (SRE), Pulze.ai provides a production-grade experience, eliminating the hassle of managing downtimes or scaling problems.For a more detailed overview of all the features, visit Pulze.ai Key Features.
In the landscape of LLMOps, Pulze.ai emerges as a comprehensive and robust platform that facilitates seamless management, optimization, and control of large language models. The platform’s features make it an ideal choice for developers and enterprises seeking to harness the power of large language models in an efficient, scalable, and enterprise-ready manner.
{"docsConfig":{"$schema":"https://mintlify.com/docs.json","theme":"mint","name":"Pulze.ai","colors":{"primary":"#FF6523","light":"#F3F2ED","dark":"#1A1B1F"},"favicon":"/logo/favicon.png","logo":{"light":"https://mintcdn.com/pulzeai/SPhFJdoS8Z13fZf2/logo/pulze-logo-long.png?fit=max\u0026auto=format\u0026n=SPhFJdoS8Z13fZf2\u0026q=85\u0026s=f00d69becaadb520773dd4121e3668e7","dark":"https://mintcdn.com/pulzeai/SPhFJdoS8Z13fZf2/logo/pulze-logo-long.png?fit=max\u0026auto=format\u0026n=SPhFJdoS8Z13fZf2\u0026q=85\u0026s=f00d69becaadb520773dd4121e3668e7"},"api":{"openapi":"openapi.json","mdx":{"server":"https://api.pulze.ai","auth":{"method":"bearer","name":null}}},"appearance":{"default":null,"strict":false},"background":{"decoration":null,"color":{"light":null,"dark":"#1A1B1F"}},"navbar":{"primary":{"type":"button","label":"Try for free","href":"https://spaces.pulze.ai/s?utm_source=try-from-docs"}},"seo":{"metatags":{"slack-app-id":"A06FDS80NKD"},"indexing":"navigable"},"footer":{"socials":{"website":"https://www.pulze.ai","twitter":"https://twitter.com/PulzeAi"}},"integrations":{"ga4":{"measurementId":"G-89GDF3917T"}},"navigation":{"pages":[]}},"deployment":{"deploymentMetadataValue":{"subdomain":"pulzeai","hasAudioNarration":false,"actualSubdomain":"pulzeai","customDomains":["pulze.ai"],"gitSource":{"type":"github","owner":"pulzeai","repo":"docs","deployBranch":"main","contentDirectory":"","isPrivate":false,"mountPath":"","label":""},"chroma":{"liveDeploymentHistoryId":"6a21e607328cd78292a4e823","collectionId":"1ab0b31a-1179-428e-855d-67bcfd7ba494","schemaVersion":"v2"},"feedback":{"thumbs":true,"issues":true},"entitlements":{},"buildId":"6a21e607328cd78292a4e823:success","clientVersion":"0.0.4006","searchFilterCounts":[{"language":"default","tag":"Documentation","count":117},{"language":"default","tag":"API REFERENCE","count":36},{"language":"default","tag":"Pulze Guide","count":32},{"language":"default","tag":"Spaces","count":27},{"language":"default","tag":"For Users","count":25},{"language":"default","tag":"Tools Guide","count":23},{"language":"default","tag":"AI Agents","count":13},{"language":"default","tag":"Agents","count":13},{"language":"default","tag":"Data","count":11},{"language":"default","tag":"Assistants","count":11}]},"assistantConfig":{},"basePath":"/docs","hasChatPermissions":false,"hasWebMcpPermissions":false,"toggles":[],"googleFontsInlined":false},"customCss":[],"page":{"pagePath":"features/LLMOps","slug":"/features/LLMOps","pageMetadata":{"icon":"code-pull-request-closed","title":null,"description":null,"href":"/features/LLMOps"},"pageType":"default","mdx":{"mdxSource":{"compiledSource":"\"use strict\";const{Fragment:_Fragment,jsx:_jsx,jsxs:_jsxs}=arguments[0];const{useMDXComponents:_provideComponents}=arguments[0];function _createMdxContent(props){const _components={a:`a`,p:`p`,..._provideComponents(),...props.components},{Heading}=_components;if(!Heading)_missingMdxReference(`Heading`,true);return _jsxs(_Fragment,{children:[_jsx(Heading,{level:`1`,id:`pulze-ai-the-ultimate-solution-for-large-language-model-operations-llmops`,children:`Pulze.ai: The Ultimate Solution for Large Language Model Operations (LLMOps)`}),`\n`,_jsx(Heading,{level:`2`,id:`introduction`,children:`Introduction`}),`\n`,_jsx(_components.p,{children:`As software development evolved over the years, we have seen a transformation from DevOps to MLOps and now the new era of Large Language Model Operations (LLMOps).`}),`\n`,_jsx(_components.p,{children:`DevOps emerged as a methodology for ensuring better collaboration and productivity between development and operations teams. The focus of MLOps (Machine Learning Operations) was to accelerate the development, deployment, and monitoring of machine learning models. Now, with the rise of large language models (LLMs) like GPT-4 and Claude, we’re entering the realm of LLMOps.`}),`\n`,_jsx(_components.p,{children:`LLMOps is about operationalizing large language models in applications to power a myriad of tasks such as text generation, prompt execution, real-time language translation, and more. In this complex and rapidly evolving field, one name stands out: Pulze.ai.`}),`\n`,_jsx(_components.p,{children:`In this document, we delve into why Pulze.ai is the ideal solution for anyone requiring expertise in LLMOps, providing insights into its features and how it empowers users.`}),`\n`,_jsx(Heading,{level:`2`,id:`key-features-of-pulze-ai`,children:`Key Features of Pulze.ai`}),`\n`,_jsx(_components.p,{children:`Pulze.ai is engineered to revolutionize Large Language Model Operations (LLMOps). The platform offers a comprehensive suite of features tailored to empower developers and enterprises to seamlessly integrate, manage, and optimize large language models. Below are some key features of Pulze.ai:`}),`\n`,_jsx(Heading,{level:`3`,id:`app-hosting-and-orchestration`,children:`App Hosting and Orchestration`}),`\n`,_jsx(_components.p,{children:`Pulze.ai provides a robust environment for hosting and orchestrating your large language model applications. Whether you’re developing a real-time translation app or a personalized content generator, Pulze.ai simplifies deployment and management.`}),`\n`,_jsx(Heading,{level:`3`,id:`validation-and-benchmarking`,children:`Validation and Benchmarking`}),`\n`,_jsx(_components.p,{children:`The platform offers built-in validation and benchmarking tools, ensuring the models you deploy perform to their potential. By comparing against industry standards, you can easily ascertain the effectiveness of your models.`}),`\n`,_jsx(Heading,{level:`3`,id:`llm-caching`,children:`LLM Caching`}),`\n`,_jsx(_components.p,{children:`Pulze.ai implements advanced LLM caching techniques to optimize model performance and reduce latency. This is crucial for applications that require real-time or near real-time responses.`}),`\n`,_jsx(Heading,{level:`3`,id:`llm-logging-and-observability`,children:`LLM Logging and Observability`}),`\n`,_jsx(_components.p,{children:`Pulze.ai provides comprehensive logging and observability features, allowing you to monitor all model requests and performance metrics. With transparent response conversions and detailed metrics, you can gain critical insights into model performance and make data-driven decisions.`}),`\n`,_jsx(Heading,{level:`3`,id:`integrations`,children:`Integrations`}),`\n`,_jsx(_components.p,{children:`The platform offers seamless integration with both proprietary APIs and open APIs. This flexibility allows developers to leverage a wide variety of large language models, including the latest open-source models and custom models specific to their application needs.`}),`\n`,_jsx(Heading,{level:`3`,id:`enterprise-ready-scalability`,children:`Enterprise-Ready Scalability`}),`\n`,_jsx(_components.p,{children:`Pulze.ai is built with scalability in mind, ensuring your applications perform optimally even as demand scales. With infrastructure designed following the best practices of Site Reliability Engineering (SRE), Pulze.ai provides a production-grade experience, eliminating the hassle of managing downtimes or scaling problems.`}),`\n`,_jsxs(_components.p,{children:[`For a more detailed overview of all the features, visit `,_jsx(_components.a,{href:`https://docs.pulze.ai/features/key-features`,children:`Pulze.ai Key Features`}),`.`]}),`\n`,_jsx(Heading,{level:`2`,id:`conclusion`,children:`Conclusion`}),`\n`,_jsx(_components.p,{children:`In the landscape of LLMOps, Pulze.ai emerges as a comprehensive and robust platform that facilitates seamless management, optimization, and control of large language models. The platform’s features make it an ideal choice for developers and enterprises seeking to harness the power of large language models in an efficient, scalable, and enterprise-ready manner.`})]})}function MDXContent(props={}){const{wrapper:MDXLayout}={..._provideComponents(),...props.components};return MDXLayout?_jsx(MDXLayout,{...props,children:_jsx(_createMdxContent,{...props})}):_createMdxContent(props)}return{default:MDXContent};function _missingMdxReference(id,component){throw new Error(`Expected `+(component?`component`:`object`)+\" `\"+id+\"` to be defined: you likely forgot to import, pass, or provide it.\")}","frontmatter":{},"scope":{"config":{},"pageMetadata":{"icon":"code-pull-request-closed","title":null,"description":null,"href":"/features/LLMOps"}}},"mdxSourceWithNoJs":null},"mdxExtracts":{"tableOfContents":[{"title":"Pulze.ai: The Ultimate Solution for Large Language Model Operations (LLMOps)","slug":"pulze-ai-the-ultimate-solution-for-large-language-model-operations-llmops","depth":1,"children":[]},{"title":"Introduction","slug":"introduction","depth":2,"children":[]},{"title":"Key Features of Pulze.ai","slug":"key-features-of-pulze-ai","depth":2,"children":[{"title":"App Hosting and Orchestration","slug":"app-hosting-and-orchestration","depth":3,"children":[]},{"title":"Validation and Benchmarking","slug":"validation-and-benchmarking","depth":3,"children":[]},{"title":"LLM Caching","slug":"llm-caching","depth":3,"children":[]},{"title":"LLM Logging and Observability","slug":"llm-logging-and-observability","depth":3,"children":[]},{"title":"Integrations","slug":"integrations","depth":3,"children":[]},{"title":"Enterprise-Ready Scalability","slug":"enterprise-ready-scalability","depth":3,"children":[]}]},{"title":"Conclusion","slug":"conclusion","depth":2,"children":[]}],"codeExamples":{}},"jsLinks":["/docs/_mintlify/custom/pulzeai/e6ccb13bb6268673/_scripts/hide_internal_properties.js","/docs/_mintlify/custom/pulzeai/20cbc07b6dfba9a6/_scripts/remove_openapi_hidden_properties.js"],"subdomain":"pulzeai","siteName":"Pulze.ai","title":"LLMOps - Pulze.ai","navMaps":{"firstHrefInVersion":{},"firstHrefInLanguage":{}},"lastModified":"2025-10-07T20:39:08.823Z","originalFileLocation":"features/LLMOps.mdx"},"headHtml":"\u003cscript data-mint-head>(function(){var d=document.documentElement,p=null;if(!p){try{p=localStorage.getItem(\"isDarkMode\")}catch(e){}if(p==='true')p='dark';else if(p==='false')p='light';if(p!=='light'\u0026\u0026p!=='dark'\u0026\u0026p!=='system')p=\"system\"}var r=p==='system'?(matchMedia(\"(prefers-color-scheme: dark)\").matches?'dark':'light'):p;d.classList.remove(r==='dark'?'light':'dark');d.classList.add(r);d.setAttribute(\"data-theme-preference\",p)})();\u003c/script>\u003cmeta data-mint-head name=\"application-name\" content=\"Pulze.ai\">\u003cmeta data-mint-head name=\"generator\" content=\"Mintlify\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon/android-chrome-192x192.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"apple-touch-icon\" type=\"image/png\" sizes=\"180x180\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon/apple-touch-icon.png\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon/favicon-16x16.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon/favicon-32x32.png\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon/favicon.ico\" media=\"(prefers-color-scheme: light)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"192x192\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon-dark/android-chrome-192x192.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon-dark/favicon-16x16.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon-dark/favicon-32x32.png\" media=\"(prefers-color-scheme: dark)\">\u003clink data-mint-head rel=\"shortcut icon\" type=\"image/x-icon\" href=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon-dark/favicon.ico\" media=\"(prefers-color-scheme: dark)\">\u003cmeta data-mint-head property=\"og:title\" content=\"LLMOps - Pulze.ai\">\u003cmeta data-mint-head property=\"og:site_name\" content=\"Pulze.ai\">\u003cmeta data-mint-head property=\"og:url\" content=\"https://pulze.ai/docs/features/LLMOps\">\u003cmeta data-mint-head property=\"og:type\" content=\"website\">\u003cmeta data-mint-head property=\"og:image\" content=\"https://pulzeai.mintlify.app/_mintlify/api/og/v2?division=FEATURES\u0026amp;title=LLMOps\u0026amp;theme=1c59a696d2536d0738836806\u0026amp;signature=30e2c7fdd3318c2209eeb54079fe9dd999724125827d3ae23a93adaa89e84f5f\">\u003cmeta data-mint-head property=\"og:image:width\" content=\"1200\">\u003cmeta data-mint-head property=\"og:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"twitter:card\" content=\"summary_large_image\">\u003cmeta data-mint-head name=\"twitter:title\" content=\"LLMOps - Pulze.ai\">\u003cmeta data-mint-head name=\"twitter:image\" content=\"https://pulzeai.mintlify.app/_mintlify/api/og/v2?division=FEATURES\u0026amp;title=LLMOps\u0026amp;theme=1c59a696d2536d0738836806\u0026amp;signature=30e2c7fdd3318c2209eeb54079fe9dd999724125827d3ae23a93adaa89e84f5f\">\u003cmeta data-mint-head name=\"twitter:image:width\" content=\"1200\">\u003cmeta data-mint-head name=\"twitter:image:height\" content=\"630\">\u003cmeta data-mint-head name=\"msapplication-config\" content=\"/docs/mintlify-assets/_mintlify/favicons/pulzeai/QuH53kgm1sgY4_T-/_generated/favicon/browserconfig.xml\">\u003cmeta data-mint-head name=\"apple-mobile-web-app-title\" content=\"Pulze.ai\">\u003cmeta data-mint-head name=\"msapplication-TileColor\" content=\"#FF6523\">\u003cmeta data-mint-head name=\"slack-app-id\" content=\"A06FDS80NKD\">\u003clink data-mint-head rel=\"canonical\" href=\"https://pulze.ai/docs/features/LLMOps\">\u003clink data-mint-head rel=\"alternate\" type=\"application/xml\" href=\"/docs/sitemap.xml\">\u003clink data-mint-head rel=\"alternate\" type=\"text/markdown\" href=\"/docs/features/LLMOps.md\">\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@graph\":[{\"@type\":\"Organization\",\"@id\":\"https://pulze.ai/#organization\",\"name\":\"Pulze.ai\",\"url\":\"https://pulze.ai\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https://mintcdn.com/pulzeai/SPhFJdoS8Z13fZf2/logo/pulze-logo-long.png?fit=max\u0026auto=format\u0026n=SPhFJdoS8Z13fZf2\u0026q=85\u0026s=f00d69becaadb520773dd4121e3668e7\"}},{\"@type\":\"WebSite\",\"@id\":\"https://pulze.ai/docs#website\",\"name\":\"Pulze.ai\",\"url\":\"https://pulze.ai/docs\",\"publisher\":{\"@id\":\"https://pulze.ai/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https://pulze.ai/docs/features/LLMOps#webpage\",\"url\":\"https://pulze.ai/docs/features/LLMOps\",\"name\":\"LLMOps\",\"dateModified\":\"2025-10-07T20:39:08.823Z\",\"isPartOf\":{\"@id\":\"https://pulze.ai/docs#website\"},\"breadcrumb\":{\"@id\":\"https://pulze.ai/docs/features/LLMOps#breadcrumb\"}},{\"@type\":\"BreadcrumbList\",\"@id\":\"https://pulze.ai/docs/features/LLMOps#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"FEATURES\",\"item\":\"https://pulze.ai/docs/features/custom-routers\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"LLMOps\",\"item\":\"https://pulze.ai/docs/features/LLMOps\"}]},{\"@type\":[\"Article\",\"TechArticle\"],\"@id\":\"https://pulze.ai/docs/features/LLMOps#article\",\"headline\":\"LLMOps\",\"name\":\"LLMOps\",\"url\":\"https://pulze.ai/docs/features/LLMOps\",\"mainEntityOfPage\":{\"@id\":\"https://pulze.ai/docs/features/LLMOps#webpage\"},\"dateModified\":\"2025-10-07T20:39:08.823Z\",\"publisher\":{\"@id\":\"https://pulze.ai/#organization\"},\"isPartOf\":{\"@id\":\"https://pulze.ai/docs#website\"}}]}\u003c/script>\u003cscript data-mint-head type=\"application/ld+json\">{\"@context\":\"https://schema.org\",\"@type\":\"WebSite\",\"name\":\"Pulze.ai\",\"creator\":{\"@type\":\"Organization\",\"name\":\"Mintlify\",\"url\":\"https://mintlify.com\"}}\u003c/script>","siteName":"Pulze.ai","nav":{"global":null,"anchors":[{"anchor":"Documentation","icon":"book-open","groups":[{"group":"Getting Started","pages":[{"title":"Quickstart Guide","icon":"rocket","href":"/getting_started/quickstart"},{"icon":"grid","title":null,"href":"/getting_started/architecture"},{"icon":"microchip-ai","title":null,"href":"/getting_started/providers"},{"title":"RBAC","icon":"lock","href":"/getting_started/rbac"},{"title":"Changelog","icon":"clock-rotate-left","href":"/changelog"}]},{"group":"Models","pages":[{"title":"AI Models","icon":"microchip","href":"/models/overview"},{"title":"Model Deprecations","icon":"circle-exclamation","href":"/models/deprecations"}]},{"group":"AI Agents","pages":[{"group":"Agents","icon":"robot","pages":[{"title":"Agents Overview","icon":"robot","href":"/agents/overview"},{"title":"Ally - Customer Support","icon":"headset","href":"/agents/ally"},{"title":"Booster - SEO Assistant","icon":"bullhorn","href":"/agents/booster"},{"title":"Buzz - Social Media Manager","icon":"hashtag","href":"/agents/buzz"},{"title":"Finny - Business Manager","icon":"chart-line","href":"/agents/finny"},{"title":"Genius - Data Analyst","icon":"lightbulb","href":"/agents/genius"},{"title":"Muse - Personal Coach","icon":"palette","href":"/agents/muse"},{"title":"Rosie - Senior Software Engineer","icon":"users","href":"/agents/rosie"},{"title":"Selly - Sales Representative","icon":"handshake","href":"/agents/selly"},{"title":"Sorter - Info Organizer","icon":"database","href":"/agents/sorter"},{"title":"Tali - Recruiter","icon":"book","href":"/agents/tali"},{"title":"Vizard - Virtual Assistant","icon":"wand-magic-sparkles","href":"/agents/vizard"},{"title":"Wordi - Copywriter","icon":"pen","href":"/agents/wordi"}]}]},{"group":"Pulze Guide","pages":[{"title":"Navigate Pulze","icon":"compass","href":"/pulze/navigate-pulze"},{"group":"For Users","icon":"users","pages":[{"group":"Spaces","icon":"rocket","pages":[{"title":"Spaces Overview","icon":"rocket","href":"/pulze/spaces/overview"},{"title":"Creating \u0026 Managing Spaces","icon":"plus","href":"/pulze/spaces/create-manage"},{"group":"Conversations","pages":[{"title":"Chat Interface","icon":"comments","href":"/pulze/conversations/chat-interface"},{"title":"Message History","icon":"clock-rotate-left","href":"/pulze/conversations/message-history"},{"title":"References \u0026 Sources","icon":"book","href":"/pulze/conversations/references-sources"},{"title":"Comments \u0026 Collaboration","icon":"comment","href":"/pulze/conversations/comments-collaboration"}]},{"title":"Space Assistants","icon":"robot","href":"/pulze/spaces/assistants"},{"title":"Models \u0026 Routers","icon":"microchip","href":"/pulze/spaces/models-routers"},{"title":"Space Members","icon":"users","href":"/pulze/spaces/members"},{"title":"Space Documents","icon":"file-lines","href":"/pulze/spaces/documents"},{"title":"Space Data","icon":"folder-open","href":"/pulze/spaces/data"},{"title":"Space Tasks","icon":"clock","href":"/pulze/spaces/tasks"},{"title":"Learned Logs","icon":"graduation-cap","href":"/pulze/spaces/learned-logs"},{"title":"Space Integrations","icon":"plug","href":"/pulze/spaces/integrations"}]},{"group":"Assistants","icon":"robot","pages":[{"title":"Assistants Overview","icon":"robot","href":"/pulze/assistants/overview"},{"title":"Create \u0026 Configure Assistants","icon":"sliders","href":"/pulze/assistants/create-configure"},{"title":"Assistant Templates","icon":"layer-group","href":"/pulze/assistants/templates"}]},{"group":"Data","icon":"database","pages":[{"title":"Data Overview","icon":"database","href":"/pulze/data/overview"},{"title":"Custom Data","icon":"file-arrow-up","href":"/pulze/data/custom-data"},{"title":"Documents","icon":"file","href":"/pulze/data/documents"}]},{"group":"Tasks","icon":"clock","pages":[{"title":"Tasks Overview","icon":"clock","href":"/pulze/tasks/overview"},{"title":"Task Scheduling","icon":"calendar","href":"/pulze/tasks/scheduling"},{"title":"Task Monitoring","icon":"chart-line","href":"/pulze/tasks/monitoring"}]},{"group":"Evals","icon":"chart-line","pages":[{"title":"Datasets","icon":"table","href":"/pulze/data/datasets"},{"title":"Evaluations","icon":"chart-line","href":"/pulze/data/evaluations"}]}]},{"group":"For Admins","icon":"user-shield","pages":[{"group":"Permissions","icon":"shield","pages":[{"title":"Permissions Overview","icon":"shield","href":"/pulze/permissions/overview"},{"title":"Members","icon":"users","href":"/pulze/permissions/members"},{"title":"API Keys","icon":"key","href":"/pulze/permissions/api-keys"},{"title":"Access Control","icon":"lock","href":"/pulze/permissions/access-control"}]},{"group":"Routers","icon":"route","pages":[{"title":"Custom Routers","icon":"route","href":"/pulze/permissions/routers"}]},{"group":"Organizations","icon":"building","pages":[{"title":"Organization Management","icon":"building","href":"/pulze/organizations/overview"}]}]}]},{"group":"Tools Guide","pages":[{"title":"Overview of Available Tools","icon":"screwdriver-wrench","href":"/tools/tools"},{"title":"Add Data","icon":"file-plus","href":"/tools/add_data"},{"title":"API Request","icon":"paper-plane","href":"/tools/api_request"},{"title":"Context Chunking","icon":"scissors","href":"/tools/context_chunking"},{"title":"Gmail Draft Post","icon":"envelope-open-text","href":"/tools/gmail_draft_post"},{"title":"Gmail Post","icon":"envelope","href":"/tools/gmail_post"},{"title":"Gmail Read","icon":"envelope-open","href":"/tools/gmail_read"},{"title":"Gmail Reply","icon":"reply","href":"/tools/gmail_reply"},{"title":"Image Generation with DALL·E","icon":"palette","href":"/tools/image_dalle"},{"title":"Legacy File Search","icon":"box-archive","href":"/tools/legacy_file_search"},{"title":"LinkedIn Profile","icon":"linkedin","href":"/tools/linkedin_profile"},{"title":"MCP Tool","icon":"plug","href":"/tools/mcp_tool"},{"title":"Model Selector","icon":"microchip","href":"/tools/model_selector"},{"title":"Multi-Turn Image Editing","icon":"wand-magic-sparkles","href":"/tools/multi_turn_image_editing"},{"title":"Slack Read","icon":"slack","href":"/tools/slack_read"},{"title":"Slack Send","icon":"paper-plane","href":"/tools/slack_send"},{"title":"Space Search","icon":"compass","href":"/tools/space_search"},{"title":"Transcribe Audio","icon":"microphone","href":"/tools/transcribe_audio"},{"title":"URL Similarity Search","icon":"link","href":"/tools/url_similarity_search"},{"title":"Web Search","icon":"globe","href":"/tools/web_search"},{"title":"Web Advanced Search","icon":"magnifying-glass-plus","href":"/tools/web_advanced_search"},{"title":"X Likes","icon":"x-twitter","href":"/tools/x_likes"},{"title":"X Post","icon":"x-twitter","href":"/tools/x_post"}]},{"group":"Vibe Coding","pages":[{"title":"Vibe Coding","icon":"wand-magic-sparkles","href":"/vibe-coding/overview"}]},{"group":"Developer Guide","pages":[{"title":"Developer Guide","icon":"github","href":"/developer/chat-request"}]},{"group":"API REFERENCE","pages":[{"group":"Spaces","icon":"rocket","pages":[{"openapi":"post /v1/apps/","title":"Get Spaces List","href":"/api-reference/apps/get-apps-list"},{"openapi":"post /v1/apps/create","title":"Create Space","href":"/api-reference/apps/create-app"},{"openapi":"get /v1/apps/{app_id}/models","title":"List Space Models","href":"/api-reference/apps/list-app-models"},{"openapi":"put /v1/apps/update","title":"Update Space And Models","href":"/api-reference/apps/update-app-and-models"},{"openapi":"delete /v1/apps/{app_id}","title":"Delete Space","href":"/api-reference/apps/delete-app"},{"openapi":"post /v1/apps/{app_id}/conversations","title":"Get Conversations","href":"/api-reference/apps/get-conversations"},{"openapi":"post /v1/apps/{app_id}/conversations/create","title":"Create Conversation","href":"/api-reference/apps/create-conversation"},{"openapi":"put /v1/apps/{app_id}/conversations/{conversation_id}","title":"Update Conversation","href":"/api-reference/apps/update-conversation"},{"openapi":"delete /v1/apps/{app_id}/conversations/{conversation_id}","title":"Delete Conversation","href":"/api-reference/apps/delete-conversation"},{"openapi":"get /v1/apps/{app_id}/members","title":"Get Space Members","href":"/api-reference/apps/get-app-members"},{"openapi":"post /v1/apps/{app_id}/members","title":"Add Space Member","href":"/api-reference/apps/add-app-member"},{"openapi":"put /v1/apps/{app_id}/members/{app_member_id}","title":"Update Space Member","href":"/api-reference/apps/update-app-member"},{"openapi":"delete /v1/apps/{app_id}/members/{app_member_id}","title":"Remove Space Member","href":"/api-reference/apps/remove-app-member"}]},{"group":"Data","icon":"database","pages":[{"openapi":"post /v1/orgs/custom-data/list","title":"Org List Custom Data","href":"/api-reference/orgs/org-list-custom-data"},{"openapi":"post /v1/orgs/custom-data","title":"Upload Custom Data","href":"/api-reference/orgs/upload-custom-data"},{"openapi":"post /v1/orgs/custom-data/{file_id}/associate","title":"Associate Custom Data","href":"/api-reference/orgs/associate-custom-data"},{"openapi":"delete /v1/orgs/custom-data/{file_id}","title":"Org Delete Custom Data","href":"/api-reference/orgs/org-delete-custom-data"},{"openapi":"get /v1/apps/custom-data/{app_id}","title":"Space List Custom Data","href":"/api-reference/apps/app-list-custom-data"},{"openapi":"post /v1/apps/custom-data/{app_id}","title":"Space Upload Custom Data","href":"/api-reference/apps/app-upload-custom-data"},{"openapi":"put /v1/apps/custom-data/{app_id}/files/{file_id}","title":"Update App Custom Data","href":"/api-reference/apps/update-app-custom-data"},{"openapi":"post /v1/apps/custom-data/{app_id}/delete","title":"Space Delete Custom Data","href":"/api-reference/apps/app-delete-custom-data"}]},{"group":"Chat","icon":"rocketchat","pages":[{"openapi":"post /v1/chat/completions","title":"Chat Completions","href":"/api-reference/chat/chat-completions"}]},{"group":"Assistants","icon":"robot","pages":[{"openapi":"get /v1/orgs/assistants","title":"Get Org Assistants","href":"/api-reference/orgs/get-org-assistants"},{"openapi":"get /v1/orgs/tools","title":"Get Org Tools","href":"/api-reference/orgs/get-org-tools"},{"openapi":"get /v1/apps/{app_id}/assistants/","title":"List Assistants","href":"/api-reference/apps/list-assistants"},{"openapi":"get /v1/assistants/","title":"List Shared Assistants","href":"/api-reference/assistants/list-shared-assistants"},{"openapi":"post /v1/apps/{app_id}/assistants/","title":"Create Assistant","href":"/api-reference/apps/create-assistant"},{"openapi":"put /v1/apps/{app_id}/assistants/{assistant_id}","title":"Update Assistant","href":"/api-reference/apps/update-assistant"},{"openapi":"get /v1/apps/{app_id}/assistants/{assistant_id}/tools","title":"Get Assistant Tools","href":"/api-reference/apps/get-assistant-tools"},{"openapi":"delete /v1/apps/{app_id}/assistants/{assistant_id}","title":"Delete Assistant","href":"/api-reference/apps/delete-assistant"}]},{"group":"Documents","icon":"file","pages":[{"openapi":"get /v1/apps/{app_id}/documents","title":"App List Documents","href":"/api-reference/apps/app-list-documents"},{"openapi":"post /v1/apps/{app_id}/documents","title":"Create Document","href":"/api-reference/apps/create-document"},{"openapi":"get /v1/apps/{app_id}/documents/{document_id}","title":"Get Document","href":"/api-reference/apps/get-document"},{"openapi":"put /v1/apps/{app_id}/documents/{document_id}","title":"Update Document","href":"/api-reference/apps/update-document"},{"openapi":"put /v1/apps/{app_id}/documents/{document_id}/title","title":"Update Document Title","href":"/api-reference/apps/update-document-title"},{"openapi":"delete /v1/apps/{app_id}/documents/{document_id}","title":"Delete Document","href":"/api-reference/apps/delete-document"}]}]},{"group":"COMMUNITY","pages":[{"icon":"message-bot","title":null,"href":"/community/ai-chatbot"},{"icon":"chrome","title":null,"href":"/community/chrome-ai-assistant"},{"icon":"chart-network","title":null,"href":"/community/knn-router"}]},{"group":"PULZE ACADEMY","pages":[{"icon":"books","title":null,"description":null,"href":"/academy/learning-hub"}]}]},{"anchor":"Try for free","href":"https://www.pulze.ai","icon":"circle-play"},{"anchor":"Internal APIs","hidden":true,"icon":"rectangle-terminal","groups":[{"group":"Internal APIs","pages":[{"openapi":"GET /v1/billing/{app_id}","title":null,"description":null,"href":"/internal/get-billing"},{"openapi":"GET /v1/billing/{app_id}/minute","title":null,"description":null,"href":"/internal/get-billing-minute"},{"openapi":"GET /v1/billing/{app_id}/daily","title":null,"description":null,"href":"/internal/get-billing-daily"},{"openapi":"GET /v1/billing/{app_id}/monthly","title":null,"description":null,"href":"/internal/get-billing-monthly"},{"openapi":"POST /v1/apps/","title":"Get Spaces List","description":"Retrieve the list of Spaces for the user's Org.","href":"/internal/get-app"},{"openapi":"PUT /v1/apps/{id}","title":null,"description":null,"href":"/internal/update-app"},{"openapi":"DELETE /v1/apps/{id}","title":null,"description":null,"href":"/internal/delete-app"},{"openapi":"POST /v1/org/create","title":null,"description":null,"href":"/internal/create-org"},{"openapi":"GET /healthz","title":"Health Check","description":"An endpoint that checks and ensures the required services are up and running:\n- Redis\n- Database\n@return Returns elapsed times for each service","href":"/internal/health-z"}]}]},{"anchor":"FEATURES","hidden":true,"icon":"rectangle-terminal","groups":[{"group":"FEATURES","pages":[{"title":"Custom Routers","description":"Build intelligent routing logic trained on your proprietary data","icon":"route","href":"/features/custom-routers"},{"icon":"code-pull-request-closed","title":null,"href":"/features/LLMOps"},{"icon":"stars","title":null,"description":null,"href":"/features/key-features"},{"group":"Custom headers","icon":"send-backward","pages":[{"title":"Introduction","icon":"square-info","description":null,"href":"/features/custom-headers/introduction"},{"title":"Weights","icon":"scale-balanced","description":null,"href":"/features/custom-headers/weights"},{"title":"Labels","icon":"tag","description":null,"href":"/features/custom-headers/labels"},{"title":"Policies","icon":"arrow-progress","description":null,"href":"/features/custom-headers/policies"}]},{"icon":"tags","title":null,"description":null,"href":"/features/labeling"},{"icon":"panel-ews","title":null,"description":null,"href":"/features/monitoring"},{"icon":"database","title":null,"description":null,"href":"/features/logging"},{"icon":"thumbs-up","title":null,"description":null,"href":"/features/rating"},{"icon":"flask-vial","title":null,"description":null,"href":"/features/playground"},{"icon":"message","title":null,"description":null,"href":"/features/prompts"},{"icon":"diagram-project","title":null,"description":null,"href":"/features/flowz"},{"icon":"grid-round-2-plus","title":null,"description":null,"href":"/features/custom-models"}]}]},{"anchor":"TUTORIALS","hidden":true,"icon":"rectangle-terminal","groups":[{"group":"TUTORIALS","pages":[{"icon":"graduation-cap","sidebarTitle":"Example app","title":"Building a Custom-Label Integrated Application with Pulze.ai and OpenAI's Python SDK","description":null,"href":"/tutorials/building-a-simple-app-with-Pulze"}]}]}]},"title":"LLMOps - Pulze.ai","buildId":"dpl_AUojGTPodKNPTVaxVPcxnNvkSVqo","deploymentId":"dpl_AUojGTPodKNPTVaxVPcxnNvkSVqo","dynamics":[],"chunks":[]}