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Augmented Intelligence Frameworks

Our solutions and services are powered by Nebuli’s human-centric frameworks that help customers explore new, exciting, transformative innovations without compromising safety or ethics.

Nebuli Human Centric Augmented Intelligence Algorithms - Innovation with Inspiration.


Transform your business intelligence with your private suite of specialist and fully cited large language models.
Nebuli's AIQ Large Language Model (LLM) Prompt Engineering Example Chart.

Nebuli’s Augmented Intelligence Quotient (AIQ – pronounced “IQ”) offers fully referenced and expert-driven large language models to help you deploy responsible AI and smart knowledge discovery systems faster.

  • Language model training on predefined corpus, model fine-tuning on customer datasets, basic evaluation.

    The advantage of building your own smaller models powered by AIQ is that they are trained on more verticalised (sector-focused) NLP/NLU models and are better for retraining and deployment for your specific services or product use cases.

  • Bridging and Fine Tuning Multiple Language Models Across Platforms.

    Fine-tuning improves the accuracy of your prompts, allowing you to achieve better results on a wide range of tasks and build high-performing applications on top of your chosen large language models in addition to AIQ.

  • Domain-specific embedding models using pre-existing training data with customisation and optimisation.

    Use AIQ’s domain-specific embeddings to build your specialist smart search, clustering, segmentation, topic modelling, advanced recommendations, anomaly detection diversity measurement and classification functionality.


Deploy powerful and impactful knowledge-based human-machine interactions without exposing your private data.
Nebuli's sample API call to easily load advanced data visualisation tools within applications through Nanobot, backed by AIQ LLMs.

DeepVUE (Deep Vertical Understanding Embeddings) is Nebuli’s context-based composite AI and knowledge embedding framework.

We deploy DeepVUE to build powerful knowledge discovery applications in highly specific verticals relying on proprietary datasets.

DeepVUE enhances your user-facing services, such as smart contextual search engines, composition tools for content generation, specialist chatbots, marketing automation, employee support, and more.


Unlock the power of your data silos to drive your competitive advantage.
Nebuli's Datastack Framework - unlock value of siloed datasets and AI services, supporting hybrid cloud infrastructure.

Nebuli’s Datastack framework allows you to deploy the traditionally separate business-critical data services, such as data security, compression, modelling, classification, segmentation, knowledge discovery and much more, into an API-powered integrable service stack.

Datastack’s operation is independent of any data formats, platforms and languages.

For customers, this offers more accessible, personalised and faster cross-disciplinary and cross-regional data interoperability.

Our Innovation Omnichannel Approach

Nebuli frameworks are industry agnostic and work across platforms, helping you architect, train, validate, and deploy fine-tuned, specialised, and powerful human-centric Augmented Intelligence capabilities.

Nebuli Attention Icon.


  • Design research
  • Gamification
  • Design Systems


  • Federated Learning
  • Deep analytics
  • Synthetic data


  • Extended reality (AR/VR)
  • Digital twins
  • Metaverse/Web 3.0


  • Innovation positioning
  • Differentiation
  • Buyer qualification


  • Explainable AI
  • ML-Ops
  • Generative AI


  • Mobility
  • Operator Interface/HMI
  • Social Robotics


  • Chatbots
  • Process/RPA
  • Hyperautomation


  • Data Preprocessing
  • Collation and Migration
  • Multi-cloud Security


  • Context graph
  • Social graph
  • Content automation


  • Data privacy
  • Zero trust
  • Cultural concerns


  • Responsible AI
  • Data bias prevention
  • Transparency/Accountability


  • Product prioritisation
  • Design operations
  • Additive manufacturing


  • Earth observation
  • Circular economy
  • Space colonisation


  • Policy alignment
  • AI/Data regulations
  • Digital governance


  • Opinion mining
  • Knowledge Graph
  • Behavioural analytics


  • Experience mapping
  • Mobile-first
  • Service blueprints


  • Bioinformatics
  • Digital health
  • Sport performance


  • Knowledge extraction
  • Large language models
  • Augmented analytics
Nebuli Human-centric Augmented Intelligence Models and Ecosystem.

Discover How Nebuli Can Work For You

We can’t wait to show you what our solutions can do for your team. Get in touch and let’s boost your creativity and innovation.