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Workflow Prototyping

A common use case for Retrieval-Augmented-Generative based AI is a chatbot for a particular industry. See below a quick snipet of how such a flow looks like and how it performs.

Example: RAG workflow for a HR Recruitment Chat Bot

Example architecture

A complete AI solution can be quite expensive operationally if not optimized and designed properly in day one. There are a variety of OpenAI cloud providers that can be leveraged based on their respective pros and cons. The application side of a AI solution is also vital such as exposing APIs for your business services, web and mobile applications, etc.

What is Chunking?

Data chunking is an important step in the process of breaking down documents like PDF, Excel, Docs and Text Files into smaller, manageable pieces with annotation. This makes it easier for fine tuning RAG workflows on AI models (such as GPT4o) to analyze, process, and derive insights from your business data and history. Think of it like slicing a big cake into smaller, more digestible pieces - each piece can be enjoyed on its own, but together they make a complete, delicious cake! AI has to learn about your business before it can help your business!

Key steps in AI Engineering

Define clearly and simplify your business requirements for AI or Gen-AI before anything else. Get a free initial consultation with us to get started

Assessment

We help to identify your business goals and pain points to tailor AI solutions and architecture that fit your specific requirements.

Data Evaluation

We will analyze your existing documents and ata to determine its quality, quantity, and relevance for AI applications.

Feasibility Study

We will assess the technical and financial feasibility of implementing an AI solution for your business to help you reduce risk..

Roadmap

We will create a strategic AI roadmap outlining the steps, milestones, metrics of success and timeline for a successful AI implementation.

Ready to transform your business?

Unlock the full potential of your data with our expert AI solutioning capabilities. Contact us today for a free consultation and discover how we can help you achieve your business goals faster and more efficiently.

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