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Guides

Every guide in Cohere.

Get Started

Welcome to Cohere

Cohere Platform

OverviewInstallationCreating a client

Quickstart

RAGRerankingSemantic SearchText GenerationTool Use & AgentsTranscribing Audio

Document Parsing

Document ParsingBest Practices
PlaygroundFAQs

Model Vault

OverviewQuickstart

Deploy & manage

Home PageCreating a VaultManaging Vaults

Operate & observe

Monitoring

Standard Vault

OverviewSupported ModelsCalling the APIPricing

Encrypted Vault

OverviewSupported ModelsCalling the API

Security

Confidential Computing PrimerSecurity ModelRemote AttestationVerifying Your DeploymentEncryption & Key ManagementCompliance
PricingFAQ
Model Vault with North

Models

An Overview of Cohere's Models

Audio

Cohere TranscribeCohere Transcribe Arabic

Aya

AyaAya VisionAya ExpanseTiny Aya

Command

Command A+Command ACommand A ReasoningCommand A TranslateCommand A VisionCommand R7BCommand R+Command R
Embed

North

North Small TranslateNorth Mini Code
RerankParse

Text Generation

Introduction to Text Generation at CohereUsing the Chat APIReasoningImage InputsStreaming Responses

Structured Outputs

Structured OutputsParameter Types in Structured Outputs (JSON)
Predictable OutputsAdvanced Generation Parameters

Retrieval Augmented Generation (RAG)

Basic usageEnd-to-end exampleStreamingCitations

Tool Use

Tool UseBasic usageUsage patternsParameter typesStreamingCitations
Tokens and Tokenizers

Prompt Engineering

Crafting Effective PromptsAdvanced Prompt Engineering TechniquesSystem Messages

Prompt Library

Create CSV data from JSON dataCreate a markdown table from raw dataMeeting SummarizerRemove PIIAdd a Docstring to your codeEvaluate your LLM responseMultilingual interpreter
Summarizing Text

Embeddings (Vectors, Search, Retrieval)

Introduction to Embeddings at CohereSemantic Search with EmbeddingsMultimodal EmbeddingsBatch Embedding Jobs

Reranking

Rerank OverviewRerank Best Practices

Going to Production

API Keys and Rate LimitsGoing LiveDeprecationsHow Does Cohere's Pricing Work?

Integrations

Integrating Embedding Models with Other Tools

Integrating Embedding Models with Other ToolsElasticsearch and CohereMongoDB and CohereRedis and CohereHaystack and CoherePinecone and CohereWeaviate and CohereOpen Search and CohereVespa and CohereQdrant and CohereMilvus and CohereZilliz and CohereChroma and Cohere

Cohere and LangChain

Cohere and LangChainChat on LangChainEmbed on LangChainRerank on LangChainTools on LangChain
LlamaIndex and Cohere

Deployment Options

OverviewSDK Compatibility

Private Deployment

OverviewSetting UpModel DeploymentModel Deployment - AWSUsage

Cloud AI Services

Cohere on AWS

Cohere on AWSAmazon Bedrock

Amazon SageMaker

Amazon SageMakerDeploy Your Own Finetuned Command-R-0824 Model from AWS Marketplace
Cohere on AzureCohere on Oracle Cloud Infrastructure (OCI)

Tutorials

CookbooksLLM University

Build Things with Cohere!

Build Things with Cohere!Cohere Text Generation TutorialBuilding a Chatbot with CohereSemantic Search with CohereReranking with CohereRAG with CohereBuilding an Agent with Cohere

Agentic RAG

Agentic RAGRouting Queries to Data SourcesGenerating Parallel QueriesPerforming Tasks SequentiallyGenerating Multi-Faceted QueriesQuerying Structured Data (Tables)Querying Structured Data (SQL)

Cohere on Azure

Cohere on AzureText GenerationSemantic SearchRerankingRetrieval Augmented Generation (RAG)Tool Use & Agents

Responsible Use

Command R and Command R+ Model CardCohere Web Crawlers

Cohere Labs

Cohere Labs Acceptable Use Policy

More Resources

Cohere ToolkitDatasetsImprove Cohere Docs

Cohere API

AboutTeams and RolesErrors

Cookbooks

CookbooksAgent API CallsShort-Term Memory Handling for AgentsAgentic Multi-Stage RAG with Cohere Tools APIAgentic RAG for PDFs with mixed dataAnalysis of Form 10-K/10-Q Using Cohere and RAGAnalyzing Hacker News with Six Language Understanding MethodsArticle Recommender with Text Embedding Classification ExtractionMulti-Step Tool UseBasic RAGBasic Semantic SearchBasic Tool UseCalendar Agent with Native Multi Step ToolChunking StrategiesCreating a QA Bot From Technical DocumentationFinancial CSV Agent with Native Multi-Step Cohere APIFinancial CSV Agent with LangchainMigrating away from createcsvagent in langchain-cohereA Data Analyst Agent Built with Cohere and LangchainAdvanced Document Parsing For EnterprisesEnd-to-end RAG using Elasticsearch and CohereSemantic Search with Cohere Embed Jobs and Pinecone serverless SolutionSemantic Search with Cohere Embed JobsFueling Generative Content with Keyword ResearchGrounded Summarization Using Command RHello World! Meet Language AILong Form General StrategiesMigrating Monolithic Prompts to Command-R with RAGMultilingual Search with Cohere and LangchainPDF Extractor with Native Multi Step Tool UsePondr, Fostering Connection through Good ConversationDeep Dive Into RAG EvaluationRAG With Chat Embed and Rerank via PineconeDemo of RerankSQL AgentSummarization EvalsText Classification Using EmbeddingsTopic Modeling AI PapersWikipedia Semantic Search with Cohere + WeaviateWikipedia Semantic Search with Cohere Embedding ArchivesBuild Chatbots That Know Your Business with MongoDB and CohereFinetuning on Cohere's PlatformDeploy your finetuned model on AWS MarketplaceFinetuning on AWS SagemakerSQL Agent with Cohere and LangChain (i-5O Case Study)Introduction to Aya VisionRetrieval Evaluation with LLM-as-a-Judge via Pydantic AIDocument Translation with Command A Translate
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