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AI fundamentals

Language models, tokens, agents and RAG — explained for business owners.

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11 articles

All ai fundamentals articles

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AI agents for small businesses: what they can actually do today

AI agents are no longer a future idea, but they are not magic employees either. Here is what they really get done for a small Gulf business, and how to start with one task.

October 9, 20269 min readAI fundamentals

Add an AI chatbot to your website that answers from your data

A useful chatbot does not know everything; it knows your website well. Here is how to build one that answers from your data and admits when it does not know.

October 9, 20269 min readAI fundamentals

AI customer service in Arabic without losing the human touch

Gulf customers value speed, but they value respect and warmth even more. Here is how to combine instant automated replies with a human team that steps in at the right moment.

October 9, 20269 min readAI fundamentals

How to add AI features to your app: search, summaries and recommendations

Three AI features that make a real difference to users: search that understands meaning, summaries that save time, and recommendations that fit. Here is how to build them well.

October 9, 20269 min readAI fundamentals

What AI features cost to run: tokens, caching and usage limits

AI costs are not a mystery: tokens in and out multiplied by the provider's price. Here is how to estimate them, cut them and cap them before the bill surprises you.

October 9, 20269 min readAI fundamentals

How AI models handle Arabic and its dialects

Modern models speak Arabic with impressive fluency, but they stumble in specific places. Here is where to trust them, where to test, and how to build an Arabic product on top of them.

October 9, 202610 min readAI fundamentals

What is MCP (Model Context Protocol)? A plain-language guide

MCP is a standard way for AI assistants to connect to your systems and use them safely. Here is the explanation without the jargon.

October 9, 20269 min readAI fundamentals

Build an AI WhatsApp bot for your business

In the Gulf, customers message you on WhatsApp before any other channel. Here is how to build an AI bot that answers accurately and knows when to hand over to a person.

October 9, 202610 min readAI fundamentals

AI agents explained: how an agent plans, builds and tests software

An agent doesn't just answer; it plans, acts and checks its own work. Here is how AI agents build software, and how to work with them well.

October 6, 20269 min readAI fundamentals

LLMs for business owners: tokens, context windows and hallucinations

Five concepts that explain how AI models think, and how to control their quality and cost before you add one to your store, clinic or restaurant.

September 30, 20269 min readAI fundamentals

RAG explained: answers grounded in your own data

RAG is the most practical way to make an AI assistant answer from your policies, prices and documents, accurately and with a source.

September 28, 202610 min read
FAQ

Questions people ask

What is an AI agent?
Software that uses a language model to understand a goal, plan the steps and carry them out with tools such as your database, email and WhatsApp, asking for your approval on important decisions.Read the full guide
How do I add an AI chatbot to my website?
Gather your knowledge sources (FAQs, policies, service pages), index them for search, connect them to a language model that answers only from them using RAG, then add a chat widget to your site and a handoff to staff when needed.Read the full guide
Can AI handle customer service in Arabic?
Yes. Modern models usually reply well in standard Arabic and common dialects, provided you ground them in your sources, write clear tone rules and test them on real customer messages.Read the full guide
How do I add AI to my app without coding?
Describe the feature clearly to an AI app builder such as Fanann: what it does, which data it uses and who sees it. The agent builds the tables, integration and UI and tests them; you review the result and ask for changes.Read the full guide
How much does it cost to use ChatGPT or Claude inside my app?
It depends on the model, request volume and text length. Providers bill per million tokens, with one price for input and usually a higher one for output. Measure tokens from real requests and multiply by the official price published on the day you calculate.Read the full guide
Does AI understand the Saudi dialect?
Modern models usually understand common Saudi Arabic well, especially in everyday conversation. Rare local words and sayings can confuse them, and writing in dialect may sound forced unless you give examples.Read the full guide

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