LLM-Ready Architecture & AI Visibility / Singapore

If ChatGPT can't cite you, you're invisible to a growing share of searchers

AI platforms are reshaping how people find information. We architect your site — content structure, schema, and crawl access — so ChatGPT, Google AI Overviews, and Perplexity can actually parse, trust, and cite your brand instead of a competitor's.

AI CITATION TRACKER
Citation Rate12%↑ from 3%
Platforms Covered4/4ChatGPT, AIO, Perplexity, Copilot
Schema Coverage94%↑ improving
Entity Clarity Score88↑ improving
Live
15+ Years in Digital Marketing & Web PerformanceFixed Price — No Open-Ended Retainer Lock-InSenior Only — No Junior Handoff, EverSG & Global — Multi-Location & Enterprise Ready
12%
Citation Rate
4/4
Platforms Covered
94%
Schema Coverage
88
Entity Clarity Score
LLM-Ready Architecture & AI Visibility / Singapore

What we deliver

Senior, fixed-price expertise scoped to your goals — with reporting you can actually use.

01

AI Visibility Audit

We audit your current visibility across ChatGPT, Google AI Overviews, Perplexity, and Bing Copilot — measuring how often your brand is cited, and by which queries, against your competitors.

AEO auditGEO auditAI citation tracking
02

Content Architecture

We restructure your content for AI comprehension, ensuring key information is structured, citable, and presented in formats LLMs can parse, quote, and attribute accurately.

content architectureanswer-ready contentLLM comprehension
03

Schema Engineering

We implement advanced structured data — Organization, FAQ, HowTo, and custom schemas — that make your data machine-readable and give AI systems clean facts to cite.

schema engineeringstructured dataentity SEO
04

Citation Optimization

We structure answers, facts, and data in formats AI platforms prefer to reference, increasing your chances of being the cited source in AI-generated responses.

citation optimizationAI-generated responses
05

Monitoring & Reporting

We track your AI visibility across platforms over time — citation rates, AI Overview appearances, and brand mention trends — to measure real optimization impact.

AI visibility monitoringcitation tracking
06

AI-Crawler Access Verification

We verify GPTBot, ClaudeBot, PerplexityBot, and Google-Extended can actually reach your content — checking robots.txt, CDN rules, and JavaScript rendering that silently block AI bots.

AI crawler accessllms.txtrobots.txt for AI
Our Process

Clear steps, no surprises

From audit to ongoing optimization, structured so you always know what happens next.

Step 01

Audit

We test real queries in your niche across ChatGPT, Google AI Overviews, Perplexity, and Bing Copilot, and measure how often your brand appears versus competitors.

Step 02

Architect

We restructure key pages, implement advanced schema markup, and create citable content blocks that AI platforms can parse accurately.

Step 03

Optimize

We position structured answers, factual data, expert quotes, and unique insights in formats LLMs prefer to reference in generated responses.

Step 04

Monitor

We track citation rates and competitive positioning over time, iterating based on which strategies actually drive AI citations.

FAQ

Common questions

GEO is the practice of optimizing your content and site architecture so AI platforms cite your brand in their generated responses. Unlike traditional SEO which targets search result rankings, GEO targets AI-generated answers on platforms like ChatGPT and Google AI Overviews. As more users get answers directly from AI, being cited becomes as important as ranking #1 on Google.

A multi-layered approach: structured data engineering, content restructuring, AI crawl optimization, citation formatting, and platform-specific strategies for ChatGPT, Google AI Overviews, Perplexity, and Bing Copilot. Each platform has different citation patterns and preferences, so we tailor the approach to maximize visibility across all of them simultaneously.

We can't guarantee specific citations — AI systems are non-deterministic. What we guarantee is a systematic approach that maximizes your citation probability based on how each platform sources and references information. Clients see an average 5x increase in AI citation frequency after optimization; results vary by niche and competition level.

No — GEO complements traditional SEO. Google still drives the majority of organic traffic, and traditional rankings still matter. But AI platforms are capturing an increasing share of informational queries. Smart brands invest in both.

We track citation frequency across major AI platforms, brand mention accuracy, AI Overview appearances, and competitive share of voice. We test real queries monthly and provide detailed reports on your AI visibility trends across ChatGPT, Google AI Overviews, Perplexity, and Bing Copilot.

llms.txt is an emerging convention that gives AI systems a structured summary of your most important content — similar in spirit to a sitemap, but for AI crawlers. It's not yet a universal requirement, but for sites aiming to be cited in AI-generated answers, it's low-cost and high-signal. We assess whether it's worth implementing for your specific site.

Initial technical fixes — crawl access, schema, structural changes — typically show measurable citation movement within 4–8 weeks. Building deeper topical authority that AI systems consistently trust takes longer, similar to traditional SEO authority-building.

Ready to be the source AI actually cites?

Architect your site for AI visibility. Get cited by ChatGPT, Google AI Overviews, and Perplexity — or your competitors will. 14-day setup, measurable results.