elastic · leemthompo · Feb 12, 2025 · Feb 12, 2025 · Feb 12, 2025 · Feb 12, 2025
@@ -1,4 +1,7 @@
 ---
+applies:
+  stack:
+  serverless:
 mapped_urls:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/search-with-elasticsearch.html
   - https://www.elastic.co/guide/en/serverless/current/what-is-elasticsearch-serverless.html
@@ -31,7 +34,7 @@
 1. [**Ingestion**](search/ingest-for-search.md): What tools will you use to get your content into {{es}}? 
 1. [**Search approaches**](search/search-approaches.md): What search techniques and algorithms will you use to find relevant results? 
 1. **Implementation tools**: How will you write queries and interact with {{es}}?
   - Which [programming language client]() matches your application?
   - Which API endpoints and [query language(s)](search/querying-for-search.md) will you use to express your search logic?

 Each decision builds on the previous ones, offering flexibility to mix and match approaches based on your needs.

@@ -1,3 +1,8 @@
+---
+applies:
+  stack:
+  serverless:
+---
 # AI-powered search
 
 Natural language understanding and information retrieval go hand in hand in modern search systems. Sometimes [full-text search](../full-text.md) alone isn't enough. Machine learning techniques are powerful tools for helping users find data based on intent and contextual meaning.

@@ -1,3 +1,8 @@
+---
+applies:
+  stack:
+  serverless:
+---
 # API quickstarts
 
 Use the following quickstarts to get hands-on experience with Elasticsearch APIs and tools:

@@ -2,6 +2,9 @@
 mapped_urls:
   - https://www.elastic.co/guide/en/serverless/current/elasticsearch-dev-tools.html
   - https://www.elastic.co/guide/en/enterprise-search/current/search-ui.html
+applies:
+  stack:
+  serverless:
 ---
 
 # APIs and tools

@@ -2,6 +2,9 @@
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/async-search-intro.html
 navigation_title: The `async-search` API
+applies:
+  stack:
+  serverless:
 ---
 
 # Long running searches with the Async Search API [async-search-intro]

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/modules-cross-cluster-search.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Cross-cluster search [modules-cross-cluster-search]

@@ -1,3 +1,8 @@
+---
+applies:
+  stack:
+  serverless:
+---
 # Basics quickstart [getting-started]
 
 

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/full-text-search.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Full-text search [full-text-search]

@@ -1,3 +1,8 @@
+---
+applies:
+  stack:
+  serverless:
+---
 # How full-text search works [full-text-search-how-it-works]
 
 The following diagram illustrates the components of full-text search.

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/consistent-scoring.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Getting consistent scoring [consistent-scoring]

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/mixing-exact-search-with-stemming.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Mixing exact search with stemming [mixing-exact-search-with-stemming]

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/static-scoring-signals.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Incorporating static relevance signals into the score [static-scoring-signals]

@@ -2,6 +2,9 @@
 mapped_urls:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/search-with-synonyms.html
   - https://www.elastic.co/guide/en/cloud-enterprise/current/ece-add-custom-bundle-plugin.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Search with synonyms

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/analysis.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Text analysis during search [analysis]

@@ -2,6 +2,9 @@
 mapped_urls:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/getting-started.html
   - https://www.elastic.co/guide/en/serverless/current/elasticsearch-get-started.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Get started

@@ -1,3 +1,8 @@
+---
+applies:
+  stack:
+  serverless:
+---
 # Hybrid search
 
 Hybrid search combines traditional [full-text search](full-text.md) with [AI-powered search](ai-search/ai-search.md) for more powerful search experiences that serve a wider range of user needs.

@@ -2,6 +2,9 @@
 navigation_title: "Hybrid search with `semantic_text`"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/semantic-text-hybrid-search.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Hybrid search with `semantic_text` [semantic-text-hybrid-search]

@@ -3,6 +3,9 @@ mapped_urls:
   - https://www.elastic.co/guide/en/kibana/current/inference-endpoints.html
 
 navigation_title: Inference integrations
+applies:
+  stack:
+  serverless:
 ---
 
 # Integrate with third-party services

@@ -2,6 +2,9 @@
 navigation_title: "Alibaba Cloud AI Search"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-alibabacloud-ai-search.html
+applies:
+  stack:
+  serverless:
 ---
 
 # AlibabaCloud AI Search inference integration [infer-service-alibabacloud-ai-search]

@@ -2,6 +2,9 @@
 navigation_title: "Amazon Bedrock"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-amazon-bedrock.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Amazon Bedrock inference integration [infer-service-amazon-bedrock]

@@ -2,6 +2,9 @@
 navigation_title: "Anthropic"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-anthropic.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Anthropic inference integration [infer-service-anthropic]

@@ -2,6 +2,9 @@
 navigation_title: "Azure AI Studio"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-azure-ai-studio.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Azure AI Studio inference integration [infer-service-azure-ai-studio]

@@ -2,6 +2,9 @@
 navigation_title: "Azure OpenAI"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-azure-openai.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Azure OpenAI inference integration [infer-service-azure-openai]

@@ -2,6 +2,9 @@
 navigation_title: "Chat completion"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/master/chat-completion-inference-api.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Chat completion inference API [chat-completion-inference-api]

@@ -2,6 +2,9 @@
 navigation_title: "Cohere"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-cohere.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Cohere inference integration [infer-service-cohere]

@@ -2,6 +2,9 @@
 navigation_title: "Elastic Inference Service"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/master/infer-service-elastic.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Elastic Inference Service (EIS) [infer-service-elastic]

@@ -2,6 +2,9 @@
 navigation_title: "Elasticsearch"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-elasticsearch.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Elasticsearch inference integration [infer-service-elasticsearch]

@@ -2,6 +2,9 @@
 navigation_title: "ELSER"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-elser.html
+applies:
+  stack:
+  serverless:
 ---
 
 # ELSER inference integration [infer-service-elser]

@@ -2,6 +2,9 @@
 navigation_title: "Google AI Studio"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-google-ai-studio.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Google AI Studio inference integration [infer-service-google-ai-studio]

@@ -2,6 +2,9 @@
 navigation_title: "Google Vertex AI"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-google-vertex-ai.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Google Vertex AI inference integration [infer-service-google-vertex-ai]

@@ -2,6 +2,9 @@
 navigation_title: "HuggingFace"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-hugging-face.html
+applies:
+  stack:
+  serverless:
 ---
 
 # HuggingFace inference integration [infer-service-hugging-face]

@@ -2,6 +2,9 @@
 navigation_title: "JinaAI"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/master/infer-service-jinaai.html
+applies:
+  stack:
+  serverless:
 ---
 
 # JinaAI inference integration [infer-service-jinaai]

@@ -2,6 +2,9 @@
 navigation_title: "Mistral"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-mistral.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Mistral inference integration [infer-service-mistral]

@@ -2,6 +2,9 @@
 navigation_title: "OpenAI"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-openai.html
+applies:
+  stack:
+  serverless:
 ---
 
 # OpenAI inference integration [infer-service-openai]

@@ -2,6 +2,9 @@
 navigation_title: "Watsonx"
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/infer-service-watsonx-ai.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Watsonx inference integration [infer-service-watsonx-ai]

@@ -4,6 +4,9 @@ mapped_urls:
   - https://www.elastic.co/guide/en/serverless/current/elasticsearch-ingest-data-through-api.html
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/ingest-pipeline-search.html
   - https://www.elastic.co/guide/en/serverless/current/elasticsearch-ingest-your-data.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Ingest for search use cases

@@ -2,6 +2,9 @@
 mapped_urls:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/full-text-filter-tutorial.html
 navigation_title: "Full-text search and filtering"
+applies:
+  stack:
+  serverless:
 ---
 
 # Tutorial: Full-text search and filtering in {{es}} [full-text-filter-tutorial]

@@ -4,6 +4,9 @@ mapped_urls:
   - https://www.elastic.co/guide/en/serverless/current/elasticsearch-search-your-data.html
   - https://www.elastic.co/guide/en/serverless/current/elasticsearch-search-your-data-the-search-api.html
 navigation_title: Build search queries
+applies:
+  stack:
+  serverless:
 ---
 
 # Build your search queries

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/elasticsearch/reference/current/_retrieval_augmented_generation.html
+applies:
+  stack:
+  serverless:
 ---
 
 # RAG [_retrieval_augmented_generation]

@@ -1,6 +1,9 @@
 ---
 mapped_pages:
   - https://www.elastic.co/guide/en/kibana/current/playground-context.html
+applies:
+  stack:
+  serverless:
 ---
 
 # Optimize model context [playground-context]