onsombleai
The platform
OverviewSee how it all fits togetherAnswer Engine OptimisationTrack how your brand shows up in AI answersPrompt trackingCompare AI answers across platforms and marketsCompetitor analysisCompare brands and inspect the answers behind the resultsCitations & sourcesInspect cited pages and the statements linked to themRegional analysisCompare how AI describes your brand across countries and citiesModel comparisonCompare what AI platforms say about your brand
In Focus
Your brand. In focus.

A clearer view of your presence in AI.

Explore the platform
MCP
Built around you
For AgenciesTrack client brands across every AI engineFor BusinessSee how AI talks about your brand
In Focus
Every client. Connected.

One workspace for your client portfolio.

Explore agency solutions
Pricing
Learn & explore
BlogLatest news and insightsGuidesStep-by-step tutorialsDocsProduct docs and API reference
In Focus
Explore the AI landscape.

Discover AI Radar and our free tools.

Explore free tools
Sign InRun a free scan
onsombleai

Understand how AI sees your brand.
Know what to improve next.

Platform

  • Platform overview
  • Answer Engine Optimisation
  • Generative Engine Optimisation
  • AI Discoverability
  • AI Perception
  • AI Brand Perception

Resources

  • Docs
  • Guide
  • Blog
  • AI Radar
  • AI Glossary
  • All tools

Company

  • About
  • Careers
  • Contact
  • FAQ

Product

  • Prompt tracking
  • Competitor analysis
  • Citations & sources
  • Regional analysis
  • Model comparison
  • Onsomble MCP
  • Pricing
  • Changelog

Solutions

  • For businesses
  • For agencies

Follow us

  • X
  • LinkedIn

Use Onsomble with ChatGPT, Claude or Gemini

Browse step-by-step guides

Claude

  • Set up a client
  • Build an AI visibility scan
  • Run your first scan
  • Schedule recurring scans
  • Expand scan coverage
  • Find competitor gaps
  • Create a client report

ChatGPT

  • Set up a client
  • Build an AI visibility scan
  • Run your first scan
  • Schedule recurring scans
  • Expand scan coverage
  • Find competitor gaps
  • Create a client report

Gemini

  • Set up a client
  • Build an AI visibility scan
  • Run your first scan
  • Schedule recurring scans
  • Expand scan coverage
  • Find competitor gaps
  • Create a client report

© 2026 Onsomble LTD. All rights reserved.

Cookie SettingsPrivacy PolicyTerms of ServiceAttributionsImprint
onsombleai
The platform
OverviewSee how it all fits togetherAnswer Engine OptimisationTrack how your brand shows up in AI answersPrompt trackingCompare AI answers across platforms and marketsCompetitor analysisCompare brands and inspect the answers behind the resultsCitations & sourcesInspect cited pages and the statements linked to themRegional analysisCompare how AI describes your brand across countries and citiesModel comparisonCompare what AI platforms say about your brand
In Focus
Your brand. In focus.

A clearer view of your presence in AI.

Explore the platform
MCP
Built around you
For AgenciesTrack client brands across every AI engineFor BusinessSee how AI talks about your brand
In Focus
Every client. Connected.

One workspace for your client portfolio.

Explore agency solutions
Pricing
Learn & explore
BlogLatest news and insightsGuidesStep-by-step tutorialsDocsProduct docs and API reference
In Focus
Explore the AI landscape.

Discover AI Radar and our free tools.

Explore free tools
Sign InRun a free scan
Back to Blogs

Retrieval Augmented Generation (RAG): From Zero to Production

A 5-part guide that takes you from understanding why AI hallucinates, through the mechanics of RAG, to building, optimizing, and deploying production-ready systems.

Blog Series5 Parts47 min
Part 01The Real Reason AI Invents Facts (And How to Make It Stop)
Part 02From Documents to Answers: How RAG Actually Works
Part 03How to Build a RAG System That Actually Works
Part 04Beyond Basic RAG: Chunking, Hybrid Search, and Reranking
Part 05RAG vs Fine-Tuning: A Decision Framework for Real Projects
Start Part 1
onsombleai

Understand how AI sees your brand.
Know what to improve next.

Platform

  • Platform overview
  • Answer Engine Optimisation
  • Generative Engine Optimisation
  • AI Discoverability
  • AI Perception
  • AI Brand Perception

Resources

  • Docs
  • Guide
  • Blog
  • AI Radar
  • AI Glossary
  • All tools

Company

  • About
  • Careers
  • Contact
  • FAQ

Product

  • Prompt tracking
  • Competitor analysis
  • Citations & sources
  • Regional analysis
  • Model comparison
  • Onsomble MCP
  • Pricing
  • Changelog

Solutions

  • For businesses
  • For agencies

Follow us

  • X
  • LinkedIn

Use Onsomble with ChatGPT, Claude or Gemini

Browse step-by-step guides

Claude

  • Set up a client
  • Build an AI visibility scan
  • Run your first scan
  • Schedule recurring scans
  • Expand scan coverage
  • Find competitor gaps
  • Create a client report

ChatGPT

  • Set up a client
  • Build an AI visibility scan
  • Run your first scan
  • Schedule recurring scans
  • Expand scan coverage
  • Find competitor gaps
  • Create a client report

Gemini

  • Set up a client
  • Build an AI visibility scan
  • Run your first scan
  • Schedule recurring scans
  • Expand scan coverage
  • Find competitor gaps
  • Create a client report

© 2026 Onsomble LTD. All rights reserved.

Cookie SettingsPrivacy PolicyTerms of ServiceAttributionsImprint