Generative AI

The arrival of ChatGPT from OpenAI and the opening of Large Language Model (LLM) models by various actors that followed have made it possible for everyone to have access to augmented application possibilities. Thanks to our web expertise and our data & ML team Sicara's expertise, we have mastery over the entire technological chain to deploy generative AI in order to enhance your applications. Explore the potential of LLMs for your company with us!

Our Generative AI Expertise

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Custom AI Models to Leverage your Data


The number one issue companies are facing today is knowledge management. We can build a custom solution to connect your unstructured valuable data to an intelligent system that will make your company more efficient and insightful.

Prompt Engineering

LLMs like GPT generate more or less relevant results depending on the input texts, known as prompts. Learning how to ask the right questions to LLMs is a complex task and the subject of ongoing research. Applying best practices in this area has given rise to a new profession called prompt engineering.

Embeddings

Embeddings are mathematical representations in the form of vectors for texts, images, sounds, and other data types. They enable semantic search, which focuses on the subjects contained in the texts rather than comparing characters, as is the case with traditional search methods.The number one issue companies are facing today is knowledge management. We can build a custom solution to connect your unstructured valuable data to an intelligent system that will make your company more efficient and insightful.

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Building your Private LLM Infrastructure


We can build your company’s custom LLM infrastructure to ensure data privacy, compliance, performance, and meeting regulatory requirements. Current solutions such as ChatGPT by OpenAI reserve the rights to reuse your sensitive data. With our custom solution, you no longer need to worry about your information being exposed to third parties.



We can help you train powerful domain specific AI based on existing foundational models that are customized with your propriety application data. These can be hosted at scale using Cloud-Native and Serverless services which makes it cost-effective.

(e.g. Amazon Bedrock, Amazon SageMaker and others).

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Integrating AI in your Existing Tools


Our expertise in integrating AI to existing applications provides you endless opportunities. We will help you add value to your business by leveraging AI at any point of your process where needed, integrated with your existing UI.

Examples of use cases:
• Knowledge Retrieving: Leveraging Enterprise Knowledge With LLMs
• User-friendly interface to “complex system” (using chains and plugins with external sources)
• Chatbots
• Intelligent Q&A
• Text Summarization
• Entity extraction
• Sentiment analysis
• Data intelligence

How we Created a Generative AI MVP in 10 weeks

Theodo worked with the French public investment bank (BPI France) to find out what value LLMs can generate for them.

We explored many use cases with BPI during two weeks and identified the caveats for each use case and how it could impact the company on the long term.

We finally developed the most valuable proof of concept which was a chatbot that recommends the most appropriate financial product or service to the user.

We tested the product with 50 users in real time conditions and validated that the response quality was good enough to move forward with this product.

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