What are the pros and cons of using Microsoft Copilot Studio versus building a bespoke RAG pipeline on AWS for our internal IT helpdesk chatbot?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the pros and cons of using Microsoft Copilot Studio versus building a bespoke RAG pipeline on AWS for our internal IT helpdesk chatbot?
3 real searches · 1 real-search pass
Microsoft Copilot Studio documentation knowledge sources authentication generative answers licensing 2026Google ↗
OBSERVEDOther / navigational
AWS Amazon Bedrock Knowledge Bases RAG documentation hybrid search reranking metadata filtering guardrails agents 2026Google ↗
OBSERVEDOther / navigational
AWS architecture internal IT helpdesk chatbot Amazon Bedrock RAG cost security IAMGoogle ↗
OBSERVEDOther / navigational
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Microsoft Copilot Studio documentation knowledge sources authentication generative answers licensing 2026 Google ↗
AWS Amazon Bedrock Knowledge Bases RAG documentation hybrid search reranking metadata filtering guardrails agents 2026 Google ↗
AWS architecture internal IT helpdesk chatbot Amazon Bedrock RAG cost security IAM Google ↗
- Official product website · microsoft.com
- Amazon Bedrock · aws.amazon.com
- Copilot Studio Licensing Guidance · microsoft.com
- Retrieve data and generate AI responses with Amazon Bedrock Knowledge Bases · docs.aws.amazon.com
- Build a managed knowledge base · docs.aws.amazon.com
- Amazon Bedrock pricing · aws.amazon.com
- Retrieving information from data sources using Amazon Bedrock Knowledge Bases · docs.aws.amazon.com
- Test your knowledge base with queries and responses · docs.aws.amazon.com
- How Amazon Bedrock Guardrails works · docs.aws.amazon.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Microsoft Copilot Studio documentation knowledge sources authentication generative answers licensing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS Amazon Bedrock Knowledge Bases RAG documentation hybrid search reranking metadata filtering guardrails agents 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
AWS architecture internal IT helpdesk chatbot Amazon Bedrock RAG cost security IAM OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |