# Onsomble Blog

URL: https://www.onsomble.ai/blog

The canonical collection below includes all published articles; website pagination and search do not change this export.

### [How NZ Agencies Get Local Clients Cited in AI Answers](https://www.onsomble.ai/blog/local-ai-citations-nz-agencies)

A six-step workflow for New Zealand agencies: find which sources AI cites for a local client, sort them, and turn the gaps into recommendations.

Rosh Jayawardena · Published 2026-10-29T12:14:16.412+00:00 · Updated 2026-10-29T12:14:17.39399+00:00 · 13 min

### [How to Choose an AI Visibility Platform for Your Agency](https://www.onsomble.ai/blog/ai-visibility-platform-for-agencies)

Seven checks for agencies choosing an AI visibility platform, from client separation and New Zealand location to measurement, reporting and cost.

Rosh Jayawardena · Published 2026-10-29T11:37:58.184+00:00 · Updated 2026-10-29T11:37:59.273522+00:00 · 14 min

### [The Impact of Location on AEO: Geography and AI Search](https://www.onsomble.ai/blog/impact-location-aeo)

Location can change AI recommendations, citations and source selection, especially for local, regulated and jurisdiction-sensitive queries; reliable measurement requires repeated tests across markets and assistants.

Rosh Jayawardena · Published 2026-10-09T00:00:00+00:00 · Updated 2026-10-13T13:41:33.743549+00:00 · 10 min

### [How to Get Your Brand Mentioned in Google AI Overviews](https://www.onsomble.ai/blog/get-brand-mentioned-ai-overviews)

Getting a brand mentioned in Google AI Overviews requires indexed, useful pages, credible supporting evidence, carefully chosen queries, and repeated testing that separates mentions, citations, recommendations, and owned-source appearances.

Rosh Jayawardena · Published 2026-08-21T00:00:00+00:00 · Updated 2026-10-22T12:00:10.625408+00:00 · 13 min

### [Why AI Answers Vary by Location](https://www.onsomble.ai/blog/why-ai-answers-vary-by-location)

AI answers by location change retrieval, ranking, personalisation, language, feature availability, or regional rules; evidence does not yet show that physical location alone causes every variation.

Rosh Jayawardena · Published 2026-08-20T00:00:00+00:00 · Updated 2026-08-20T03:05:19.650881+00:00 · 17 min

### [What Is robots.txt? How It Works and Where Its Limits Begin](https://www.onsomble.ai/blog/what-is-robots-txt)

Robots.txt is an origin-scoped plain-text protocol that guides compliant crawlers but cannot secure resources or reliably control indexing. Its effect depends on retrieval status, user-agent groups, path matching, crawler-specific rules, and cache behaviour.

Rosh Jayawardena · Published 2026-08-19T00:00:00+00:00 · Updated 2026-10-22T12:00:10.137648+00:00 · 15 min

### [How to Get Your Brand Mentioned in Google Gemini](https://www.onsomble.ai/blog/get-brand-mentioned-google-gemini)

Google Gemini brand mentions are variable, context-dependent outputs, not permanent rankings. Brands improve accurate discoverability by clarifying identity, maintaining accessible facts, publishing useful evidence, earning legitimate corroboration, and testing defined prompts across named Gemini surfaces.

Rosh Jayawardena · Published 2026-08-18T00:00:00+00:00 · Updated 2026-10-22T12:00:09.734234+00:00 · 15 min

### [Get Your Brand Mentioned in ChatGPT: An Evidence-Led Process](https://www.onsomble.ai/blog/get-mentioned-chatgpt)

Getting a brand mentioned in ChatGPT requires crawlable, clear information, relevant independent evidence, and repeated testing across realistic prompts; these actions can improve discoverability and accuracy but cannot guarantee a mention, citation, or recommendation.

Rosh Jayawardena · Published 2026-08-17T00:00:00+00:00 · Updated 2026-10-22T12:00:09.091523+00:00 · 16 min

### [PerplexityBot vs Perplexity-User: How Perplexity Fetches Content](https://www.onsomble.ai/blog/perplexitybot-vs-perplexity-user)

PerplexityBot is associated with broad crawling and index refreshes, while Perplexity-User is associated with user-triggered retrieval; official documentation confirms separate identifiers but does not prove every fresh-fetch responsibility.

Rosh Jayawardena · Published 2026-08-08T00:00:00+00:00 · Updated 2026-10-22T12:00:08.392466+00:00 · 11 min

### [ClaudeBot vs Claude-SearchBot: How to Control Anthropic Crawlers](https://www.onsomble.ai/blog/claudebot-vs-claude-searchbot-claude-user)

ClaudeBot collects public-web content that may contribute to model training, Claude-SearchBot supports search indexing, and Claude-User retrieves pages for user questions. Each identity requires separate robots.txt and Crawl-delay decisions.

Rosh Jayawardena · Published 2026-08-07T00:00:00+00:00 · Updated 2026-10-22T12:00:07.953171+00:00 · 11 min

### [Googlebot vs Google-Extended: Search and Gemini Controls](https://www.onsomble.ai/blog/googlebot-vs-google-extended)

Googlebot is Google Search’s documented crawler, while Google-Extended is a robots.txt control for specified AI training and grounding uses of crawled content, including documented Gemini-related applications.

Rosh Jayawardena · Published 2026-08-06T00:00:00+00:00 · Updated 2026-10-22T12:00:07.255741+00:00 · 14 min

### [GPTBot vs OAI-SearchBot vs ChatGPT-User Explained](https://www.onsomble.ai/blog/gptbot-oai-searchbot-chatgpt-user)

GPTBot may support training-related use, OAI-SearchBot supports ChatGPT search, and ChatGPT-User retrieves pages after user requests. Robots.txt controls are documented for the first two, while ChatGPT-User policy remains unresolved.

Rosh Jayawardena · Published 2026-08-05T00:00:00+00:00 · Updated 2026-10-22T12:00:06.567483+00:00 · 11 min

### [AI Crawlers Explained: Roles, Behaviour, and Access Controls](https://www.onsomble.ai/blog/ai-crawlers-gptbot-claudebot-controls)

AI crawlers are automated clients whose roles vary across training, search indexing, user-triggered retrieval, and product control; user-agent strings, robots.txt, logs, and IP checks provide useful but limited evidence.

Rosh Jayawardena · Published 2026-08-04T00:00:00+00:00 · Updated 2026-10-22T12:00:05.867036+00:00 · 18 min

### [How to Run an AI Discoverability Self-Audit](https://www.onsomble.ai/blog/ai-discoverability-self-audit)

An AI discoverability self-audit tests technical retrievability, answer appearance, citation, and accurate representation separately using fixed prompts, documented evidence, entity checks, and cautious retesting.

Rosh Jayawardena · Published 2026-08-03T00:00:00+00:00 · Updated 2026-10-22T03:00:04.065193+00:00 · 15 min

### [AI Discoverability: How AI Systems Find and Surface Information](https://www.onsomble.ai/blog/what-is-ai-discoverability)

AI discoverability is the layered process by which systems acquire information, interpret entities, retrieve relevant material, select sources, and present claims in generated answers; technical accessibility supports eligibility but never guarantees citation, recommendation, traffic, or influence.

Rosh Jayawardena · Published 2026-08-02T00:00:00+00:00 · Updated 2026-10-22T03:00:03.471562+00:00 · 19 min

### [What Is Artificial Intelligence Search? A Business Owner's Guide](https://www.onsomble.ai/blog/what-is-ai-search)

Artificial intelligence search is the new place customers ask for recommendations. Here's a plain-English guide to what it is, where it happens, and what it means for being found by your customers.

Rosh Jayawardena · Published 2026-05-19T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 11 min

### [Is Your Website Blocking ChatGPT, Claude, and Perplexity?](https://www.onsomble.ai/blog/robots-txt-ai-crawlers)

Most robots.txt guides for AI crawlers are written for publishers who want to block the bots. This is the opposite: how to check if your site is accidentally invisible to ChatGPT, Claude and Perplexity — and the exact lines to paste to fix it.

Rosh Jayawardena · Published 2026-05-06T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 11 min

### [We Looked Into the Markdown-for-AI Theory. The Data Wasn't Kind.](https://www.onsomble.ai/blog/markdown-vs-html-ai-crawlers)

Publishing Markdown mirrors of your web pages for AI search visibility is a waste of time. Here's why AI crawlers stick to HTML, and what you should focus on instead.

Rosh Jayawardena · Published 2026-05-04T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 10 min

### [AI Search Visibility: Why Brands Keep Showing Up](https://www.onsomble.ai/blog/ai-search-visibility-brands-winning-in-ai-search)

AI search visibility is not just rankings. Learn why some brands get cited in AI answers and how to improve your visibility.

Rosh Jayawardena · Published 2026-05-04T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [The 320% Effect: What 850,000 Sites Tell Us About Local AEO in 2026](https://www.onsomble.ai/blog/local-aeo-industry-study)

The case for local AEO used to rest on extrapolation. After 858,457 sites and 68.9M crawler visits, the data has caught up. Here is the synthesis.

Rosh Jayawardena · Published 2026-05-03T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 11 min

### [Answer Engine Optimization: Practical Guide](https://www.onsomble.ai/blog/what-is-answer-engine-optimization)

Answer engine optimization explained simply, with practical steps to improve AI search visibility and earn more citations in answers.

Rosh Jayawardena · Published 2026-05-01T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [How to Get Cited by ChatGPT for Your Business](https://www.onsomble.ai/blog/how-to-get-cited-by-chatgpt-for-your-business)

Learn how to get cited by ChatGPT with practical fixes for crawlability, page structure, schema, and off-site authority.

Rosh Jayawardena · Published 2026-05-01T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [llms.txt Explained: Should Your Website Have One?](https://www.onsomble.ai/blog/llms-txt-explained-should-your-website-have-one)

llms.txt explained for real businesses: what it does, where it may help, and why most sites should fix bigger issues first.

Rosh Jayawardena · Published 2026-05-01T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [The AEO glossary: AEO, GEO, LLMO, AI SEO — what they mean and which one to care about](https://www.onsomble.ai/blog/aeo-geo-llmo-glossary)

Four acronyms describe the same shift in AI search. Here's what each one means, who uses it, and the one we recommend standardising on.

Rosh Jayawardena · Published 2026-05-01T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 10 min

### [ChatGPT Shopping Optimization for Ecommerce](https://www.onsomble.ai/blog/chatgpt-shopping-optimization-for-ecommerce)

ChatGPT shopping optimization starts with feeds, PDPs, reviews, and Google Shopping visibility. Use this playbook to improve product discovery.

Rosh Jayawardena · Published 2026-04-29T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [AI Visibility for Insurance Brokers in ChatGPT](https://www.onsomble.ai/blog/ai-visibility-for-insurance-brokers-what-chatgpt-says-about-your-business)

AI visibility for insurance brokers explained, with practical fixes for reviews, listings, trust signals, and broker service pages.

Rosh Jayawardena · Published 2026-04-28T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 1 min

### [AI Search Visibility for a New Brand](https://www.onsomble.ai/blog/ai-search-visibility-new-brand-14-days)

AI search visibility for a new brand: what a 14-day GEO case study really shows, and what smaller businesses can actually copy.

Rosh Jayawardena · Published 2026-04-28T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [The Anthropic Institute and What AI's Builders Are Quietly Preparing For](https://www.onsomble.ai/blog/anthropic-institute-what-ai-builders-are-preparing-for)

When the people building frontier AI start building institutional infrastructure to manage societal fallout, that tells you more about the timeline than any benchmark.

Rosh Jayawardena · Published 2026-03-14T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 10 min

### [The 3% Problem: The AI Literacy Gap Hiding Behind Your Adoption Dashboard](https://www.onsomble.ai/blog/the-3-percent-problem-ai-proficiency-gap)

Your AI adoption dashboard says 73%. Your team's output says otherwise. The enterprise AI problem has shifted from access to proficiency, and the gap is wider than most leaders think.

Rosh Jayawardena · Published 2026-03-09T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 12 min

### [I Gave the Same 15 Sources to Three Different AI Models. They Found Completely Different Things](https://www.onsomble.ai/blog/why-model-lock-in-costs-your-research)

Different AI models find different things in the same documents. Here's what the research actually shows, and why model choice is a research methodology decision, not a feature checkbox.

Rosh Jayawardena · Published 2026-03-08T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [The AI Verification Triage: What to Always Check, What to Spot-Check, and What to Trust](https://www.onsomble.ai/blog/trust-ai-research-tools)

92% of users don't verify AI outputs. Here's a framework for knowing when that's fine and when it'll burn you

Rosh Jayawardena · Published 2026-02-13T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 8 min

### [How to Structure Documents So AI Actually Understands Them](https://www.onsomble.ai/blog/structuring-documents-for-ai)

AI doesn't read documents like humans do. Here's how to structure your content so AI tools can actually find what you're looking for.

Rosh Jayawardena · Published 2026-02-11T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [I Tested 6 AI Research Approaches on the Same Project. Here's What Actually Worked](https://www.onsomble.ai/blog/research-tool-landscape-2026)

Stop comparing AI research tools by features. I tested six approaches on the same project and compared what actually matters: source handling, synthesis quality, citations, and workflow fit.

Rosh Jayawardena · Published 2026-02-10T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 11 min

### [The 5-Step Workflow for Synthesising Research From Dozens of Sources](https://www.onsomble.ai/blog/synthesize-research-from-multiple-sources)

Most synthesis guides are built for academics writing literature reviews. Here's a workflow for knowledge workers who need to turn 20+ sources into a deliverable with a deadline.

Rosh Jayawardena · Published 2026-02-06T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [RAG vs Long-Context LLMs: The Decision Framework That Actually Helps You Choose](https://www.onsomble.ai/blog/rag-vs-long-context-decision-framework)

Every RAG vs long-context article ends with "it depends." This one gives you the specific thresholds to make the decision yourself.

Rosh Jayawardena · Published 2026-02-05T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [Gaslighting Your AI Into Better Results: What the Research Actually Shows](https://www.onsomble.ai/blog/high-stakes-prompting-llm-quality)

A Reddit post about telling Claude you work at a hospital went viral. Turns out there's actual research explaining why this works across all LLMs.

Rosh Jayawardena · Published 2026-01-29T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 8 min

### [Microsoft Is So Worried About Claude Code, They're Testing It Against Copilot](https://www.onsomble.ai/blog/microsoft-claude-code-internal-test)

Microsoft just told thousands of engineers to install Claude Code and compare it to Copilot. When you're running internal benchmarks against a competitor, you're not confident you're winning.

Rosh Jayawardena · Published 2026-01-23T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 8 min

### [The Complete Guide to RAG Chunking: 6 Strategies with Code](https://www.onsomble.ai/blog/chunking-strategies-compared)

How you split your documents determines whether RAG finds what you need or returns noise. Here's the complete breakdown with code.

Rosh Jayawardena · Published 2026-01-02T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 12 min

### [RAG vs. Long Context Windows: A Decision Framework for Research Workflows](https://www.onsomble.ai/blog/rag-vs-long-context-windows)

Long context windows are getting massive—but that doesn't mean RAG is dead. Here's when each approach actually works, with real numbers.

Rosh Jayawardena · Published 2025-12-28T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [How to Write Documents That AI Can Actually Understand (With Before/After Examples)](https://www.onsomble.ai/blog/structure-documents-for-ai-retrieval)

Everyone obsesses over prompts. The pros optimize their documents. Here's what actually moves the needle.

Rosh Jayawardena · Published 2025-12-27T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 7 min

### [The 30% Advantage: How Independent Consultants Are Outworking Big Firms with AI](https://www.onsomble.ai/blog/independent-consultant-ai-30-percent-advantage)

The consulting industry's biggest shift isn't happening at McKinsey or BCG. It's happening in home offices and co-working spaces, where independent consultants are using AI to punch above their weight.

Rosh Jayawardena · Published 2025-12-26T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 8 min

### [Your CEO Is Using Personal ChatGPT Too — The $8.1B Shadow AI Economy Nobody Talks About](https://www.onsomble.ai/blog/shadow-ai-economy)

Enterprise AI has a 5% success rate. Consumer tools hit 40%. No wonder employees are going rogue.

Rosh Jayawardena · Published 2025-12-25T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 8 min

### [Beyond Basic RAG: Chunking, Hybrid Search, and Reranking](https://www.onsomble.ai/blog/advanced-rag-optimization)

Most RAG tutorials stop at "it works." This one shows you how to make it work well.

Rosh Jayawardena · Published 2025-12-25T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 11 min

### [How to Build a RAG System That Actually Works](https://www.onsomble.ai/blog/build-rag-system-guide)

Most RAG tutorials skip the hard parts. This one doesn't — here's how to actually ship a working system.

Rosh Jayawardena · Published 2025-12-25T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 10 min

### [RAG vs Fine-Tuning: A Decision Framework for Real Projects](https://www.onsomble.ai/blog/rag-vs-fine-tuning-decision-framework)

RAG and fine-tuning solve different problems. Here's how to decide which one your project actually needs.

Rosh Jayawardena · Published 2025-12-25T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [The Real Reason AI Invents Facts (And How to Make It Stop)](https://www.onsomble.ai/blog/why-ai-invents-facts)

AI models invent facts because they're guessing, not looking things up. There's a fix — and it's the difference between an AI with amnesia and one with a library card.

Rosh Jayawardena · Published 2025-12-25T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 8 min

### [From Documents to Answers: How RAG Actually Works](https://www.onsomble.ai/blog/how-rag-works-4-components)

RAG isn't magic — it's a four-step system. Here's how documents become answers, explained without code.

Rosh Jayawardena · Published 2025-12-25T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min

### [Your Notes Are Everywhere. Your AI Forgets Everything. Now What?](https://www.onsomble.ai/blog/your-notes-are-everywhere-your-ai-forgets-everything)

Your knowledge is scattered across a dozen tools, and none of them talk to each other. The AI tools are supposed to help, but they forget everything the moment you close the tab.

Rosh Jayawardena · Published 2025-12-24T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 7 min

### [The Open Source Radar - Week of the 15th December](https://www.onsomble.ai/blog/open-source-radar-dec-15-agentic-ai)

We are seeing a shift from AI that chats to AI that acts. This week, we look at 5 open-source projects redefining the build—from autonomous coding agents to infinite video generation.

Rosh Jayawardena · Published 2025-12-14T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 3 min

### [The Productivity Lie: Why AI Made Me Slower Before It Made Me Faster (and the 3 techniques that finally fixed it)](https://www.onsomble.ai/blog/the-productivity-lie-ai-made-me-slower)

A founder’s honest take on why AI can slow experienced developers down (METR found a 19% slowdown), why it feels faster, and the three techniques—prompt engineering, context engineering, and workflow engineering—that actually improved my output.

Rosh Jayawardena · Published 2025-12-14T12:00:00+00:00 · Updated 2026-08-02T12:12:41.52786+00:00 · 9 min