diff --git a/deploy-manage/reference-architectures/hotfrozen-high-availability.md b/deploy-manage/reference-architectures/hotfrozen-high-availability.md index cbf3490d06..f24c976a02 100644 --- a/deploy-manage/reference-architectures/hotfrozen-high-availability.md +++ b/deploy-manage/reference-architectures/hotfrozen-high-availability.md @@ -27,7 +27,7 @@ This Hot/Frozen – High Availability architecture is intended for organizations * Have a requirement for cost effective long term data storage (many months or years). * Provide insights and alerts using logs, metrics, traces, or various event types to ensure optimal performance and quick issue resolution for applications. * Apply [machine learning anomaly detection](/explore-analyze/machine-learning/anomaly-detection.md) to help detect patterns in time series data to find root cause and resolve problems faster. -* Use an AI assistant ([Observability](/explore-analyze/ai-assistant.md), [Security](/solutions/security/ai/ai-assistant.md), or [Playground](/solutions/search/rag/playground.md)) for investigation, incident response, reporting, query generation, or query conversion from other languages using natural language. +* Use an AI assistant ([Observability](/explore-analyze/ai-features/ai-assistant.md), [Security](/solutions/security/ai/ai-assistant.md), or [Playground](/solutions/search/rag/playground.md)) for investigation, incident response, reporting, query generation, or query conversion from other languages using natural language. * Deploy an architecture model that allows for maximum flexibility between storage cost and performance. ::::{important} diff --git a/explore-analyze/ai-assistant.md b/explore-analyze/ai-features/ai-assistant.md similarity index 92% rename from explore-analyze/ai-assistant.md rename to explore-analyze/ai-features/ai-assistant.md index d388363ab6..2673d09481 100644 --- a/explore-analyze/ai-assistant.md +++ b/explore-analyze/ai-features/ai-assistant.md @@ -33,12 +33,12 @@ $$$token-limits$$$ AI Assistant requires specific privileges and a large language model (LLM) connector. The capabilities and ways to interact with AI Assistant can differ for each solution. To learn more about how it works in each solution, refer to: -- [{{obs-ai-assistant}}](../solutions/observability/observability-ai-assistant.md) -- [AI Assistant for Security](../solutions/security/ai/ai-assistant.md) +- [{{obs-ai-assistant}}](../../solutions/observability/observability-ai-assistant.md) +- [AI Assistant for Security](../../solutions/security/ai/ai-assistant.md) To learn more about configuring LLM connectors, refer to: -- [Enable LLM access](../solutions/security/ai/set-up-connectors-for-large-language-models-llm.md) +- [Enable LLM access](../../solutions/security/ai/set-up-connectors-for-large-language-models-llm.md) ## Prompt best practices [rag-for-esql] Elastic AI Assistant allows you to take full advantage of the Elastic platform to improve your operations. It can help you write an ES|QL query for a particular use case, or answer general questions about how to use the platform. Its ability to assist you depends on the specificity and detail of your questions. The more context and detail you provide, the more tailored and useful its responses will be. @@ -57,5 +57,5 @@ Elastic does not control third-party tools, and assumes no responsibility or lia ## Elastic Managed LLM [elastic-managed-llm-ai-assistant] -:::{include} ../solutions/_snippets/elastic-managed-llm.md +:::{include} ../../solutions/_snippets/elastic-managed-llm.md ::: diff --git a/explore-analyze/ai-features/ai-features.md b/explore-analyze/ai-features/ai-features.md new file mode 100644 index 0000000000..1eb1476d6a --- /dev/null +++ b/explore-analyze/ai-features/ai-features.md @@ -0,0 +1,178 @@ +--- +navigation_title: AI-powered features +applies_to: + stack: ga + serverless: ga +products: + - id: kibana + - id: observability + - id: security + - id: cloud-serverless +--- + +# AI-powered features + +AI is built into many parts of the {{stack}}. This page describes Elastic's AI-powered features, organized by solution, and provides links to more detailed information about each of them. + +To learn about enabling and disabling these features in your deployment, refer to [](/explore-analyze/ai-features/manage-access-to-ai-assistant.md). + +For pricing information, refer to [pricing](https://www.elastic.co/pricing). + +## Requirements + +- To use Elastic's AI-powered features, you need an appropriate license and feature tier. These vary by solution and feature. Refer to each feature's documentation to learn more. +- Most features require at least one working LLM connector. To learn about setting up large language model (LLM) connectors used by AI-powered features, refer to [](/solutions/security/ai/set-up-connectors-for-large-language-models-llm.md). + +## AI-powered features on the Elastic platform + +### Elastic {{infer-cap}} +```{applies_to} +stack: +serverless: +``` + +[Elastic {{infer-cap}}](/explore-analyze/elastic-inference.md) enables you to use {{ml}} or AI models to make predictions or enact operations — such as text embedding, or reranking - on your data. + +To learn more, refer to: + +- [Elastic {{infer-cap}} Service (EIS)](/explore-analyze/elastic-inference/eis.md): a managed service that runs {{infer}} outside your cluster resources. +- [The {{infer}} API](/explore-analyze/elastic-inference/inference-api.md): a general-purpose API that enables you to run {{infer}} using EIS, your own models, or third-party services. + +### Natural language processing +```{applies_to} +stack: +serverless: +``` +Natural Language Processing (NLP) enables you to analyze natural language data and make predictions. + +Elastic offers a range of [built-in NLP models](/explore-analyze/machine-learning/nlp/ml-nlp-built-in-models.md) such as the Elastic-trained [ELSER](/explore-analyze/machine-learning/nlp/ml-nlp-elser.md). You can also [deploy custom models](/explore-analyze/machine-learning/nlp/ml-nlp-overview.md). + +## AI-powered features in {{es}} + +### Agent builder + +```{applies_to} +serverless: + elasticsearch: preview + observability: unavailable + security: unavailable +``` + +[Agent Builder](/solutions/search/elastic-agent-builder.md) enables you to create AI agents that can interact with your {{es}} data, run queries, and provide intelligent responses. It provides a complete framework for building conversational AI experiences on top of your search infrastructure. + +### AI assistant for {{es}} +```{applies_to} +stack: +serverless: +``` + +[](/solutions/observability/observability-ai-assistant.md) helps you understand, analyze, and interact with your Elastic data throughout {{kib}}. It provides a chat interface where you can ask questions about the {{stack}} and your data, and provides contextual insights throughout {{kib}} that explain errors and messages and suggest remediation steps. + +### AI-powered search +```{applies_to} +stack: +serverless: +``` + +[AI-powered search](/solutions/search/ai-search/ai-search.md) helps you find data based on intent and contextual meaning using vector search technology, which uses {{ml}} models to capture meaning in content. + +Depending on your team's technical expertise and requirements, you can choose from two broad paths: + +- For a minimal configuration, managed workflow use [semantic_text](https://www.elastic.co/docs/solutions/search/semantic-search/semantic-search-semantic-text) which is the recommended way to perform semantic search. +- For more control over the implementation details, implement dense or sparse [vector search](https://www.elastic.co/docs/solutions/search/vector). + +### Hybrid search +```{applies_to} +stack: +serverless: +``` + +[Hybrid search](/solutions/search/hybrid-search.md) combines traditional full-text search with AI-powered search for more powerful search experiences that serve a wider range of user needs. + +### Playground +```{applies_to} +stack: preview 9.0, beta 9.1 +serverless: beta +``` + +[Playground](/solutions/search/rag/playground.md) enables you to use large language models (LLMs) to understand, explore, and analyze your {{es}} data using retrieval augmented generation (RAG), via a chat interface. Playground is also very useful for testing and debugging your {{es}} queries, using the [retrievers](/solutions/search/retrievers-overview.md) syntax with the `_search` endpoint. + +### Model context protocol +```{applies_to} +stack: +serverless: +``` + +The [Model Context Protocol (MCP)](/solutions/search/mcp.md) lets you connect AI agents and assistants to your {{es}} data to enable natural language interactions with your indices. + +## AI-powered features in {{observability}} + +### AI assistant for {{observability}} +```{applies_to} +stack: +serverless: +``` + +[](/solutions/observability/observability-ai-assistant.md) helps you understand, analyze, and interact with your Elastic data throughout {{kib}}. It provides a chat interface where you can ask questions about the {{stack}} and your data, and provides [contextual insights](/solutions/observability/observability-ai-assistant.md#obs-ai-prompts) throughout {{kib}} that explain errors and messages and suggest remediation steps. + +### Streams +```{applies_to} +serverless: ga +stack: preview 9.1, ga 9.2 +``` + +[Streams](/solutions/observability/streams/streams.md) is an AI-assisted centralized UI within {{kib}} that streamlines common tasks like extracting fields, setting data retention, and routing data. Streams incorporates AI in the following features: + +* [Significant Events](/solutions/observability/streams/management/significant-events.md): Use AI to suggest queries based on your data that find important events in your stream. +* [Grok processing](/solutions/observability/streams/management/extract/grok.md#streams-grok-patterns): Use AI to generate grok patterns that extract meaningful fields from your data. +* [Partitioning](/solutions/observability/streams/management/partitioning.md): {applies_to}`stack: preview 9.2` Use AI to suggest logical groupings and child streams based on your data when using wired streams. +* [advanced settings](/solutions/observability/streams/management/advanced.md): Use AI to generate a [stream description](/solutions/observability/streams/management/advanced.md#streams-advanced-description) and a [feature identification](/solutions/observability/streams/management/advanced.md#streams-advanced-features) that other AI features, like significant events, use when generating suggestions. + +## AI-powered features in {{elastic-sec}} + +{{elastic-sec}}'s AI-powered features all rely on [LLM connectors](/solutions/security/ai/set-up-connectors-for-large-language-models-llm.md). When you use one of these features, you can select any LLM connector that's configured in your environment. The connector you select for one feature does not affect which connector any other feature uses. For specific configuration instructions, refer to each feature's documentation. + +### AI Assistant for Security +```{applies_to} +stack: all +serverless: + security: all +``` + +[Elastic AI Assistant for Security](/solutions/security/ai/ai-assistant.md) helps you with tasks such as alert investigation, incident response, and query generation throughout {{elastic-sec}}. It provides a chat interface where you can ask questions about the {{stack}} and your data, and provides contextual insights that explain errors and messages and suggest remediation steps. + +### Attack Discovery +```{applies_to} +stack: ga +serverless: + security: ga +``` + +[Attack Discovery](/solutions/security/ai/attack-discovery.md) uses AI to identify potential threats. Each "discovery" represents a potential attack and describes relationships among multiple alerts to identify related users and hosts, map alerts to the MITRE ATT&CK matrix, and help identify threat actors. + +### Automatic Migration + +[Automatic Migration](/solutions/security/get-started/automatic-migration.md) helps you quickly migrate Splunk assets to {{elastic-sec}}. It supports the following asset types: + +* {applies_to}`stack: preview 9.0, ga 9.1` {applies_to}`serverless: ga` Splunk rules +* {applies_to}`stack: preview 9.2` {applies_to}`serverless: preview` Splunk dashboards + +### Automatic Import +```{applies_to} +stack: ga +serverless: + security: ga +``` + +[Automatic Import](/solutions/security/get-started/automatic-import.md) helps you quickly parse, ingest, and create ECS mappings for data from sources without prebuilt Elastic integrations. + +### Automatic Troubleshooting +```{applies_to} +stack: ga 9.2, preview 9.0 +serverless: + security: ga +``` +[Automatic troubleshooting](/solutions/security/manage-elastic-defend/automatic-troubleshooting.md) helps you identify and resolve issues that could prevent {{elastic-defend}} from working as intended. It provides actionable insights into the following common problem areas: + +* {applies_to}`stack: ga 9.2` {applies_to}`serverless: ga` **Policy responses**: Detect warnings or failures in {{elastic-defend}}’s integration policies. +* **Third-party antivirus (AV) software**: Identify installed third-party antivirus (AV) products that might conflict with {{elastic-defend}}. \ No newline at end of file diff --git a/explore-analyze/manage-access-to-ai-assistant.md b/explore-analyze/ai-features/manage-access-to-ai-assistant.md similarity index 100% rename from explore-analyze/manage-access-to-ai-assistant.md rename to explore-analyze/ai-features/manage-access-to-ai-assistant.md diff --git a/explore-analyze/toc.yml b/explore-analyze/toc.yml index 3cd8fbb37d..309f73e892 100644 --- a/explore-analyze/toc.yml +++ b/explore-analyze/toc.yml @@ -165,9 +165,10 @@ toc: - file: scripting/painless-lab.md - file: scripting/modules-scripting-expression.md - file: scripting/modules-scripting-engine.md - - - file: ai-assistant.md - - file: manage-access-to-ai-assistant.md + - file: ai-features/ai-features.md + children: + - file: ai-features/ai-assistant.md + - file: ai-features/manage-access-to-ai-assistant.md - file: discover.md children: - file: discover/discover-get-started.md diff --git a/redirects.yml b/redirects.yml index c06d373213..484ee9bc1d 100644 --- a/redirects.yml +++ b/redirects.yml @@ -582,6 +582,10 @@ redirects: # Remote cluster settings moved to reference: https://github.com/elastic/docs-content/issues/579 'deploy-manage/remote-clusters/remote-clusters-settings.md': 'elasticsearch://reference/elasticsearch/configuration-reference/remote-clusters.md' +# Moved explore-analyze AI assistant content into a subfolder (docs-content-internal/issues/455) + 'explore-analyze/manage-access-to-ai-assistant.md': 'explore-analyze/ai-features/manage-access-to-ai-assistant.md' + 'explore-analyze/ai-assistant.md': 'explore-analyze/ai-features/ai-assistant.md' + # Related to https://github.com/elastic/docs-content/pull/3685 'deploy-manage/monitor/autoops/cc-cloud-connect-autoops-faq.md': 'deploy-manage/monitor/autoops/ec-autoops-faq.md' diff --git a/solutions/observability/observability-ai-assistant.md b/solutions/observability/observability-ai-assistant.md index b04eac607e..0cad9edb0a 100644 --- a/solutions/observability/observability-ai-assistant.md +++ b/solutions/observability/observability-ai-assistant.md @@ -60,7 +60,7 @@ stack: ga 9.2 serverless: ga ``` -The [**GenAI settings**](/explore-analyze/manage-access-to-ai-assistant.md) page allows you to: +The [**GenAI settings**](/explore-analyze/ai-features/manage-access-to-ai-assistant.md) page allows you to: - Manage which AI connectors are available in your environment. - Enable or disable AI Assistant and other AI-powered features in your environment. diff --git a/solutions/security/ai/ai-assistant.md b/solutions/security/ai/ai-assistant.md index 9605d3b992..fd8dfad712 100644 --- a/solutions/security/ai/ai-assistant.md +++ b/solutions/security/ai/ai-assistant.md @@ -12,9 +12,9 @@ products: navigation_title: AI Assistant --- -# AI Assistant for {{elastic-sec}} +# Elastic AI Assistant for Security -The Elastic AI Assistant utilizes generative AI to bolster your cybersecurity operations team. It allows users to interact with {{elastic-sec}} for tasks such as alert investigation, incident response, and query generation or conversation using natural language and much more. +Elastic AI Assistant for Security helps you interact with your {{elastic-sec}} data and assists with tasks such as alert investigation, incident response, and query generation. It provides a chat interface where you can ask questions about the {{stack}} and your data, and provides contextual insights throughout {{kib}} that explain errors and messages and suggest remediation steps. :::{image} /solutions/images/security-assistant-basic-view.png :alt: Image of AI Assistant chat window @@ -23,7 +23,7 @@ The Elastic AI Assistant utilizes generative AI to bolster your cybersecurity op ::: ::::{warning} -The Elastic AI Assistant is designed to enhance your analysis with smart dialogues. Its capabilities are still developing. Users should exercise caution as the quality of its responses might vary. Your insights and feedback will help us improve this feature. Always cross-verify AI-generated advice for accuracy. +The Elastic AI Assistant is designed to enhance your analysis with smart dialogues. Its capabilities are still developing. You should exercise caution as the quality of its responses might vary. Your insights and feedback will help us improve this feature. Always cross-verify AI-generated advice for accuracy. :::: ::::{admonition} Requirements @@ -42,7 +42,7 @@ stack: ga 9.2 serverless: ga ``` -The [**GenAI settings**](/explore-analyze/manage-access-to-ai-assistant.md) page allows you to: +The [**GenAI settings**](/explore-analyze/ai-features/manage-access-to-ai-assistant.md) page allows you to: - Manage which AI connectors are available in your environment. - Enable or disable AI Assistant and other AI-powered features in your environment. diff --git a/solutions/security/ai/attack-discovery.md b/solutions/security/ai/attack-discovery.md index 2323b5ae6b..082dda8569 100644 --- a/solutions/security/ai/attack-discovery.md +++ b/solutions/security/ai/attack-discovery.md @@ -56,12 +56,12 @@ Attack Discovery is designed for use with alerts based on data that complies wit 3. Search for and select the non-ECS fields you want Attack Discovery to analyze. Set them to **Allowed**. 4. Check the `Update presets` box to add the allowed fields to the space's default anonymization settings. -The selected fields can now be analyzed the next time you run Attack Discovery. +The next time you run Attack Discovery it will be able to analyze the selected fields. ::: ## Generate discoveries manually[attack-discovery-generate-discoveries] -You’ll need to select an LLM connector before you can analyze alerts. Attack Discovery uses the same LLM connectors as [AI Assistant](/solutions/security/ai/ai-assistant.md). To get started: +You’ll need to select an LLM connector before you can analyze alerts. To get started: 1. Click the **Attack Discovery** page from {{elastic-sec}}'s navigation menu. 2. Do one of the following: diff --git a/solutions/security/manage-elastic-defend/automatic-troubleshooting.md b/solutions/security/manage-elastic-defend/automatic-troubleshooting.md index 0986f2c550..4edfe77963 100644 --- a/solutions/security/manage-elastic-defend/automatic-troubleshooting.md +++ b/solutions/security/manage-elastic-defend/automatic-troubleshooting.md @@ -12,12 +12,12 @@ products: # Automatic troubleshooting -Automatic troubleshooting helps you identify and resolve issues that could prevent {{elastic-defend}} from working as intended. This feature provides actionable insights into the following common problem areas: +Automatic troubleshooting helps you identify and resolve issues that could prevent {{elastic-defend}} from working as intended. It provides actionable insights into the following common problem areas: * {applies_to}`stack: ga 9.2` {applies_to}`serverless: ga` **Policy responses**: Detect warnings or failures in {{elastic-defend}}’s integration policies. * **Third-party antivirus (AV) software**: Identify installed third-party antivirus (AV) products that may conflict with {{elastic-defend}}. -With these checks, you can resolve configuration errors, address incompatibilities, and ensure that your hosts remain protected. +This helps you resolve configuration errors, address incompatibilities, and ensure that your hosts remain protected. ::::{admonition} Requirements To use this feature, you need: