Topics

Retrieval Augmented Generation

270 prompts · 282 observations · last seen Oct 21, 2026

Most mentioned brands

Prompts

How do I troubleshoot why my chatbot can't find answers in SharePoint?
Artificial Intelligence / AI Search2 observationsUpdated Oct 21, 2026

Brands:Sharepoint,Microsoft 365 Copilot,Microsoft Graph,Power Virtual Agents,Bot Framework

I'm trying to build a production copilot over internal data. What architecture works best for freshness, citations, and scale?
Artificial Intelligence / AI Search2 observationsUpdated Oct 20, 2026

Brands:Google Drive,Sharepoint,Confluence,Notion,Slack

My chatbot can't find answers from our internal docs. What am I missing?
Artificial Intelligence / AI Search2 observationsUpdated Oct 20, 2026
What should I use, Azure AI Search or Pinecone, for internal Q&A?
Artificial Intelligence / AI Search2 observationsUpdated Oct 20, 2026

Brands:Azure Ai Search,Pinecone,Azure,Microsoft,Rag

How do I chunk PDFs and wiki pages for better retrieval?
Artificial Intelligence / AI Search2 observationsUpdated Oct 20, 2026

Brands:Langchain,Llamaindex

I'm trying to connect an LLM to our company knowledge base without exposing sensitive docs. What should I use?
Artificial Intelligence / AI Search3 observationsUpdated Oct 19, 2026

Brands:Elasticsearch,Opensearch,Azure Ai Search,Pinecone,Weaviate

Do I need citation generation in a private AI assistant?
Artificial Intelligence / AI Search2 observationsUpdated Oct 19, 2026
Should I use RAG if my data is spread across multiple SaaS tools?
Artificial Intelligence / AI Search2 observationsUpdated Oct 15, 2026

Brands:Google Drive,Slack,Notion,Confluence,Jira

embedding pipeline for PDFs and wiki pages
Artificial Intelligence / AI Search2 observationsUpdated Oct 12, 2026

Brands:Tesseract,Aws Textract,Azure Document Intelligence,Google Document,OpenAI

What should I use to connect Slack, Confluence, and Salesforce to an LLM?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Slack,Confluence,Salesforce,Atlassian Confluence Rest Api,Salesforce Rest Api

Why is my RAG app answering from the wrong docs?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
Why does my internal Q&A bot keep missing the latest document changes?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Sharepoint,Google Drive,Confluence

What should I use for permission-aware retrieval over internal documents?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Opensearch,Elasticsearch,Azure Ai Search,Google Vertex Ai Search,Agent Builder

What should I use for enterprise RAG: Pinecone, Elasticsearch, or Azure AI Search?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Pinecone,Elasticsearch,Azure Ai Search,Microsoft,Azure

Why are my retrieved passages so irrelevant in my chatbot?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm building a private support bot over tickets and Confluence pages. What stack makes sense?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Confluence,Jira Service Management,Zendesk,Freshdesk,Sqs

I'm building an internal copilot over SharePoint and Google Drive. What retrieval setup should I use?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Sharepoint,Google Drive,Elastic,Opensearch,Azure Ai Search

I'm building a RAG app for a mid-size company. Should I use a vector DB or search engine?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Elasticsearch,Opensearch,Solr,Azure Cognitive Search,Pinecone

I'm building a chatbot for employees that needs to answer from approved sources only. What architecture should I use?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm building an AI assistant that has to cite the exact source passage. What should I use?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Rag,OpenAI

How do I set up hybrid search with vectors, keyword search, and filters for internal content?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Elasticsearch,Opensearch,Azure Ai Search,Vespa,PostgreSQL

How do I improve retrieval quality in an enterprise chatbot?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Elasticsearch,Opensearch,Pinecone,Weaviate,Azure Ai Search

How do I make retrieval-augmented generation respect document permissions?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Pinecone,Weaviate,Elasticsearch,Pgvector

How do I use RAG for a private Q&A app over company files?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Pgvector,Pinecone,Weaviate,Milvus,Elasticsearch

How do I add citations to answers from our internal docs?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
How do I connect an LLM to our internal docs and databases so it can answer questions from our data?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Pinecone,Weaviate,Milvus,Pgvector,Elasticsearch

How do I build a chatbot that can use both search and SQL results?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Langchain,Llamaindex

How do I keep a RAG bot updated when our source docs change all the time?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
How do I make sure a chatbot only retrieves from authorized documents?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
How do I build a chatbot that searches our knowledge base before answering?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Pinecone,Weaviate,Qdrant,Pgvector,Faiss

How do I handle OCR and messy formatting in RAG for scanned PDFs?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Tesseract,Paddleocr,Aws Textract,Azure Document Intelligence,Google Document

How do I search across structured database rows and unstructured documents in one assistant?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Postgres,Snowflake,Bigquery,Pgvector,Pinecone

I'm trying to monitor a RAG system in production. What metrics should I track?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
How do I keep answers grounded when the source data changes every day?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm trying to prototype a private Q&A app for our company docs. What's the fastest stack to start with?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Next Js,Clerk,Auth Js,Llamaindex,Langchain

I'm trying to understand how to enforce document-level security in retrieval-augmented generation. What should I know?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Pinecone,Weaviate,Pgvector,Elasticsearch

I'm trying to set up citations for AI answers over internal knowledge. How do I make them reliable?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm trying to support PDFs, Excel files, wiki pages, and Slack messages in one chatbot. How should I index them?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Pinecone,Weaviate,Elastic,Postgres

I'm trying to choose an embedding and reranking pipeline for messy enterprise docs. What should I use?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Text Embedding 3 Large,Bge Large En,Bge M3,E5 Large,Bge Reranker Large

I'm trying to build one search layer across multiple internal apps. What should I use?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Elasticsearch,Opensearch,Glean,Coveo,Algolia

I'm trying to evaluate enterprise search options for an internal assistant. What criteria matter most?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Okta,Entra Id,Azure Ad,Google Workspace,Google Drive

I'm trying to figure out whether RAG is enough for our use case or if we need search, tools, and database access too?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm trying to reduce hallucinations in a document Q&A bot. What retrieval setup usually works best?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm trying to improve answer quality in a RAG app. What should I look at first: chunking, embeddings, reranking, or prompts?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm trying to choose between a search engine, vector database, or managed service for internal Q&A. Can you help me compare the tradeoffs?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Elasticsearch,Opensearch,Algolia,Azure Ai Search,Pinecone

I'm trying to make our AI assistant answer only from approved internal sources. What are the common retrieval and access-control patterns?
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026
I'm trying to build a chatbot that answers from SharePoint, Slack, and Salesforce. What architecture should I use if I need permissions-awa…
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Sharepoint,Slack,Salesforce,Oauth,Saml

how to chunk internal docs for RAG
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Langchain,Llamaindex

best way to sync Confluence to a chatbot
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Confluence,Confluence Rest Api,Pinecone,Weaviate,Pgvector

Bedrock Knowledge Bases vs LangChain for internal docs
Artificial Intelligence / AI Search1 observationUpdated Oct 10, 2026

Brands:Bedrock Knowledge Bases,AWS,Confluence,Langchain,OpenAI

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How did Obsurfable measure this?

Obsurfable records AI answers to buyer-style prompts in its research corpus (282 observations for this page). Metrics are distributions over observations, not a single static ranking.

Which AI systems does Obsurfable collect answers from?

OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, Meta AI, Qwen.

How can brands improve their AEO?

Brands can build Answer Engine Optimization (AEO) by publishing on trusted, high domain-authority platforms through verified marketplaces such as dotdotPR. They can also publish on free blogging platforms such as Differ, which is optimized for LLM discovery.

Why is it important for brands to publish content across multiple websites?

Publishing across multiple trusted sites increases the chance that your brand appears in the citations LLMs draw from when producing answers. Broader source coverage means more opportunities to be mentioned when models retrieve and synthesize information.

Want this interpreted for your brand?

Explorer is the free public corpus. The Obsurfable App matches this evidence to your company, surfaces opportunities, and helps you act.