Insights

What AI cites, why it drifts, and how to be in the answer.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

The information-gain problem

What AI actually looks for before it cites you

7 min read

Foundational models already contain the public internet up to their training cut-off. Re-stating facts the model already knows adds zero retrieval value. The engine has no reason to cite a page that tells it what it already believes.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

Why your blog isn't being cited by ChatGPT

The five most common reasons, and the specific fix for each

8 min read

The five most common reasons: (1) JSON-LD schema missing, (2) Cloudflare blocking the bot, (3) heading hierarchy broken, (4) content has no information gain, (5) H1 doesn't match the buyer's prompt. Each with the specific fix.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

The HK Citation Map

The proprietary index Parsability maintains to engineer HK-specific citation

6 min read

Most GEO / AEO playbooks are written for global markets. The buyer prompts, citation sources, and authority vectors assume US / UK / EU media ecosystems. They break in Hong Kong.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

Profound vs. Goodie AI vs. Kalicube

Which GEO platform actually works for HK B2B SaaS

10 min read

A practitioner's view of the three platforms a HK B2B SaaS is most likely to evaluate. Comparison framework: instrumentation depth, engine coverage, HK-specific authority vectors, schema-level control, agent-analytics capability. Recommendation: the platform that wins for HK is the one that gives you parser-level control + multi-engine monitoring + HK authority-vector coverage. Most do not offer all three.

Insights

What AI cites, why it drifts, and how to be in the answer.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

The information-gain problem

What AI actually looks for before it cites you

7 min read

Foundational models already contain the public internet up to their training cut-off. Re-stating facts the model already knows adds zero retrieval value. The engine has no reason to cite a page that tells it what it already believes.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

Why your blog isn't being cited by ChatGPT

The five most common reasons, and the specific fix for each

8 min read

The five most common reasons: (1) JSON-LD schema missing, (2) Cloudflare blocking the bot, (3) heading hierarchy broken, (4) content has no information gain, (5) H1 doesn't match the buyer's prompt. Each with the specific fix.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

The HK Citation Map

The proprietary index Parsability maintains to engineer HK-specific citation

6 min read

Most GEO / AEO playbooks are written for global markets. The buyer prompts, citation sources, and authority vectors assume US / UK / EU media ecosystems. They break in Hong Kong.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

Profound vs. Goodie AI vs. Kalicube

Which GEO platform actually works for HK B2B SaaS

10 min read

A practitioner's view of the three platforms a HK B2B SaaS is most likely to evaluate. Comparison framework: instrumentation depth, engine coverage, HK-specific authority vectors, schema-level control, agent-analytics capability. Recommendation: the platform that wins for HK is the one that gives you parser-level control + multi-engine monitoring + HK authority-vector coverage. Most do not offer all three.

Insights

What AI cites, why it drifts, and how to be in the answer.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

The information-gain problem

What AI actually looks for before it cites you

7 min read

Foundational models already contain the public internet up to their training cut-off. Re-stating facts the model already knows adds zero retrieval value. The engine has no reason to cite a page that tells it what it already believes.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

Why your blog isn't being cited by ChatGPT

The five most common reasons, and the specific fix for each

8 min read

The five most common reasons: (1) JSON-LD schema missing, (2) Cloudflare blocking the bot, (3) heading hierarchy broken, (4) content has no information gain, (5) H1 doesn't match the buyer's prompt. Each with the specific fix.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

The HK Citation Map

The proprietary index Parsability maintains to engineer HK-specific citation

6 min read

Most GEO / AEO playbooks are written for global markets. The buyer prompts, citation sources, and authority vectors assume US / UK / EU media ecosystems. They break in Hong Kong.

Abstract composition

Tuesday, September 1, 2026

Written by

Pardeep Sidhu

Profound vs. Goodie AI vs. Kalicube

Which GEO platform actually works for HK B2B SaaS

10 min read

A practitioner's view of the three platforms a HK B2B SaaS is most likely to evaluate. Comparison framework: instrumentation depth, engine coverage, HK-specific authority vectors, schema-level control, agent-analytics capability. Recommendation: the platform that wins for HK is the one that gives you parser-level control + multi-engine monitoring + HK authority-vector coverage. Most do not offer all three.