Dependable Solutions Powered by AI in the Healthcare Industry

Generative AI models are capable of producing new content, such as text, images, audio, code, or synthetic data, based on patterns learned from large datasets. Gen AI powers intelligent chatbots for customer support, marketing content generation, personalised product recommendations, document summarisation, and synthetic training data creation.

We specialise in deploying a range of Gen AI models: 

• Large Language Models (LLMs) like OpenAI’s GPT series, Anthropic’s Claude series,  Google’s BERT, T5 and Gemini series, Facebook’s Llama Series, Mistral Series, etc.
• Diffusion models, such as Stable Diffusion and DALL·E 2, are used for image generation. 
• Generative Adversarial Networks (GANs) such as DCGAN, StyleGAN2, and CycleGAN for realistic media synthesis.
• Variational Autoencoders (VAEs) for anomaly detection and data compression.

While OpenAI does not currently allow full fine-tuning of GPT-4, we implement advanced prompt engineering, embedding-based retrieval (RAG), and custom context injection techniques to make ChatGPT responses highly relevant to your domain. For open-source models, such as LLaMA 2, Mistral, or Falcon, we can easily fine-tune them.

 Our end-to-end Gen AI implementation includes:

1. We identify the areas in your operations that could benefit from Gen AI.
2. We choose between integrating a pre-trained model or custom development of GANs, CNNs, and Transformers.
3. Our team cleans, labels, and formats the datasets that will be used to train the Gen AI model. 
4. We start working on the implementation of the Gen AI model. 
5. Using platforms like AWS SageMaker, Azure ML, or containerised APIs, our team deploys the Gen AI model. 
6. Using tools like Weights & Biases, TruLens, and LangSmith to evaluate model performance, fairness, and drift.

We follow strict enterprise-grade security practices and adhere to frameworks such as GDPR, CCPA, and HIPAA, where applicable. All training data is encrypted in transit and at rest, and we employ differential privacy, anonymisation, and access control policies.

Yes. We offer API-based and SDK-based integration of Gen AI models with your existing applications (e.g., CRMs, chat platforms, ERPs), data sources, and other internal tools, such as Slack, Salesforce, and Shopify.