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© 2026 Onsomble LTD. All rights reserved.

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onsombleai
OverviewSee how it all fits together
Answer Engine OptimisationTrack how your brand shows up in AI answers
For AgenciesTrack client brands across every AI engine
For BusinessSee how AI talks about your brand
Pricing
BlogLatest news and insights
GuidesStep-by-step tutorials
DocsProduct docs and API reference
AI-Powered ToolsFree utilities to enhance your AI workflow.
Learn more
Sign InRun a free scan
onsombleai

See how AI talks about your business.
Then make it work for you.

Company

  • About
  • Careers
  • Contact Us
  • FAQ

Product

  • Docs
  • Blog
  • Pricing
  • Changelog

Features

  • AI Radar
  • AI Glossary
  • Guide

Partnership

  • Agencies
  • Creators
  • Media

News

  • Latest Posts
  • Tools
  • Docs

Follow Us

  • x.com
  • LinkedIn

© 2026 Onsomble LTD. All rights reserved.

Cookie SettingsPrivacy PolicyTerms of ServiceAttributionsImprint
Onsomble Blog

AI visibility, answer engines, and the future of brand discovery.

Insights on AEO strategy, AI-powered search, and how brands stay visible when answers replace links.

All posts
Strategy
Workflows
Engineering
AEO
Opinion10 min read

The Anthropic Institute and What AI's Builders Are Quietly 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
Rosh Jayawardena
Mar 14, 2026
AI Strategy12 min read

The 3% Problem: The AI Literacy Gap Hiding Behind Your Adoption Dashboard

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
Rosh Jayawardena
Mar 9, 2026
AI Strategy9 min read

I Gave the Same 15 Sources to Three Different AI Models. They Found Completely Different Things

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
Rosh Jayawardena
Mar 8, 2026
AI Strategy8 min read

The AI Verification Triage: What to Always Check, What to Spot-Check, and What to Trust

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
Rosh Jayawardena
Feb 13, 2026
Workflows

How to Structure Documents So AI Actually Understands Them

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
Rosh Jayawardena
Feb 11, 2026
AI Strategy11 min read

I Tested 6 AI Research Approaches on the Same Project. Here's What Actually Worked

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
Rosh Jayawardena
Feb 10, 2026
How To9 min read

The 5-Step Workflow for Synthesising Research From Dozens of 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
Rosh Jayawardena
Feb 6, 2026
Engineering8 min read

Gaslighting Your AI Into Better Results: What the Research Actually Shows

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
Rosh Jayawardena
Jan 29, 2026
Engineering8 min read

Microsoft Is So Worried About Claude Code, They're Testing It Against Copilot

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
Rosh Jayawardena
Jan 23, 2026
Engineering12 min read

The Complete Guide to RAG Chunking: 6 Strategies with Code

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

Rosh Jayawardena
Rosh Jayawardena
Jan 2, 2026
Engineering9 min read

RAG vs. Long Context Windows: A Decision Framework for Research Workflows

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
Rosh Jayawardena
Dec 28, 2025
Thought Leadership8 min read

The 30% Advantage: How Independent Consultants Are Outworking Big Firms with AI

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
Rosh Jayawardena
Dec 26, 2025
How To9 min read

RAG vs Fine-Tuning: A Decision Framework for Real Projects

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

Rosh Jayawardena
Rosh Jayawardena
Dec 25, 2025
Thought Leadership7 min read

Your Notes Are Everywhere. Your AI Forgets Everything. Now What?

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
Rosh Jayawardena
Dec 24, 2025