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Glossary · ai-search

What is LLM (large language model)?

A large language model, or LLM, is the kind of AI system behind ChatGPT, Gemini, Claude and similar assistants. It is trained on very large amounts of text to predict and produce language, which lets it answer questions, summarise and write. On its own, an LLM only knows what was in its training data up to a cut-off date. AI search products add a retrieval step: they search the live web, read a handful of pages and write an answer from them, often with citations. That retrieval step is where a business website can still influence what the assistant says.

What does LLM (large language model) mean for a business in Pakistan?

LLMs handle English best and Roman Urdu reasonably, but Urdu script text on Pakistani websites is often published as images or PDFs that a retrieval system cannot read. Putting prices, areas served and key facts in plain HTML text, in English with Urdu where useful, makes an Islamabad business far more readable to these systems.

A worked example

A Rawalpindi caterer's menu with per-head prices exists only as a JPG on Instagram. Someone asks an assistant for wedding catering per head prices in Rawalpindi, and the assistant cannot read the image, so the caterer is left out. Publishing the same menu as plain text on a web page makes it something an assistant can actually read and quote.

These come up in the same conversations and are worth reading together.

LLM (large language model) — quick answers

What does LLM (large language model) mean?

A large language model, or LLM, is the kind of AI system behind ChatGPT, Gemini, Claude and similar assistants. It is trained on very large amounts of text to predict and produce language, which lets it answer questions, summarise and write.

LLM (large language model) ko Urdu mein kya kehte hain?

لارج لینگویج ماڈل — though in practice almost everyone in Pakistan says "LLM". LLMs handle English best and Roman Urdu reasonably, but Urdu script text on Pakistani websites is often published as images or PDFs that a retrieval system cannot read.

Why does LLM (large language model) matter for a business in Pakistan?

LLMs handle English best and Roman Urdu reasonably, but Urdu script text on Pakistani websites is often published as images or PDFs that a retrieval system cannot read. Putting prices, areas served and key facts in plain HTML text, in English with Urdu where useful, makes an Islamabad business far more readable to these systems.

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