Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

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.

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.

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 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.

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read
A practitioner's view of the three platforms a B2B SaaS in Asia is most likely to evaluate. Comparison framework: instrumentation depth, engine coverage, regional authority vectors, schema-level control, agent-analytics capability. Recommendation: the platform that wins for Asia is the one that gives you parser-level control + multi-engine monitoring + regional authority-vector coverage. Most do not offer all three.
Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

The information-gain problem
What AI actually looks for before it cites you
7 min read

Why your blog isn't being cited by ChatGPT
The five most common reasons, and the specific fix for each
8 min read

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 min read

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read
Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

The information-gain problem
What AI actually looks for before it cites you
7 min read

Why your blog isn't being cited by ChatGPT
The five most common reasons, and the specific fix for each
8 min read

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 min read

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read
We operate from Hong Kong.
current Time zone (GMT+8)
Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

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.

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.

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 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.

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read
A practitioner's view of the three platforms a B2B SaaS in Asia is most likely to evaluate. Comparison framework: instrumentation depth, engine coverage, regional authority vectors, schema-level control, agent-analytics capability. Recommendation: the platform that wins for Asia is the one that gives you parser-level control + multi-engine monitoring + regional authority-vector coverage. Most do not offer all three.
Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

The information-gain problem
What AI actually looks for before it cites you
7 min read

Why your blog isn't being cited by ChatGPT
The five most common reasons, and the specific fix for each
8 min read

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 min read

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read
Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

The information-gain problem
What AI actually looks for before it cites you
7 min read

Why your blog isn't being cited by ChatGPT
The five most common reasons, and the specific fix for each
8 min read

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 min read

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read


We operate from Hong Kong.
Timezone (GMT+8)
Office Location
Unit 2904- 05, 29/F, Universal Trade Centre, 3 Arbuthnot Road, Central, Hong Kong
BR No. 80409056

Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

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.

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.

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 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.

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read
A practitioner's view of the three platforms a B2B SaaS in Asia is most likely to evaluate. Comparison framework: instrumentation depth, engine coverage, regional authority vectors, schema-level control, agent-analytics capability. Recommendation: the platform that wins for Asia is the one that gives you parser-level control + multi-engine monitoring + regional authority-vector coverage. Most do not offer all three.
Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

The information-gain problem
What AI actually looks for before it cites you
7 min read

Why your blog isn't being cited by ChatGPT
The five most common reasons, and the specific fix for each
8 min read

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 min read

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read
Insights
What AI cites, why it drifts, and how to be in the answer.
The Parsability insights journal documents how AI engines decide what to cite: information gain, citation drift, crawler access, schema, and the regional sources that decide local answers across Asia. Written by practitioners, from live engagements with B2B SaaS companies. No recycled SEO advice.

The information-gain problem
What AI actually looks for before it cites you
7 min read

Why your blog isn't being cited by ChatGPT
The five most common reasons, and the specific fix for each
8 min read

The HK Citation Map
The proprietary index Parsability maintains to engineer HK-specific citation
7 min read

Profound vs. Goodie AI vs. Kalicube
Which GEO platform actually works for B2B SaaS in Asia
10 min read


We operate from Hong Kong.
Timezone (GMT+8)
Office Location
Unit 2904- 05, 29/F, Universal Trade Centre, 3 Arbuthnot Road, Central, Hong Kong
BR No. 80409056

