We Build AI that Ships & Scales
Turn breakthrough models into revenue-driving products—fully managed, compliant, and measurable from day one
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What we Build
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What We've Delivered
16× fewer errors than base LLMs — human-verifiedAgentic GraphRAG AI Chatbot with less than 1.38% Hallucination Rate
Boosted publishing velocity → more traffic, better SEO, deeper engagementComplex domain data modeled into powerful ontologies creates helpful AI services
100% Proprietary, AI-Written ArticlesFully referenced, publication-ready pieces — using an AI trained in the organisation’s voice
Auto-flag errors with a custom rules engineUsing AI for tedious work, transforming human reported issues into automated QA testing
Make Your AI Systems ReliableWhether you’re racing to meet compliance, ship faster, or embed AI that actually works—reliability isn’t optional. We help you deploy production-ready systems that earn trust from auditors, end-users, and investors alike.
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Our Method
Discovery & Feasibility
Prototype & Validate
Build & Integrate
Operate & ImproveTurning your data into an intelligent knowledge graph
Your business generates vast amounts of unstructured data:
Documents, logs, customer interactions, medical records, financial data, and more-- but raw data alone isn’t intelligence.
Data is the new oil. Raw, unstructured data is just crude. White Widget refines your data into intelligence.
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security and compliance assurance
OWASP Top 10 for LLMs compliance
NIST AI Risk Management Framework
EU AI Act requirements
MITRE ATLAS framework for AI threat landscapes
Google's Secure AI Framework (SAIF)
ISO/IEC 42001 – AI Management System Standard
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AI Tech Ecosystem Grid
AI & Data-Science
TensorFlow · PyTorch · Scikit-learn · Pandas / NumPy · Hugging Face Transformers · LangChain · LlamaIndex
Databases & Vectors
PostgreSQL · Neo4j / GraphDB · Snowflake · Pinecone · Weaviate, Zilliz / Milvus · ElasticSearch
MLOps & Serving
Kubeflow · MLflow · Vertex AI · SageMaker · TensorFlow Serving · TorchServe · CI/CD (GitHub Actions) · Prometheus / Grafana
Cloud & Infra
AWS · GCP · Azure, Docker · Kubernetes · Terraform, NVIDIA CUDA · Cloud Run · AWS Lambda · Firebase
Languages & Frameworks
Python · TypeScript · React / Next.js · Kotlin / Flutter · Go · GraphQL · FastAPI / Express
Campgrounds — Private AI Chat,
Deployed AnywhereRun it offline, on-prem, or in your own cloud. Your data never leaves your walls.
When confidentiality is non-negotiable, Campgrounds lets you spin up an AI-native chat workspace powered by open-source large-language models—Mistral, Llama 3, Gemma—fully contained inside your infrastructure.
End-to-end encryption, zero external telemetry, audit trails on every prompt—so security, compliance, and control stay exactly where they belong: with you.
Whether you're handling patient records, financial transactions, or public-sector data, our encrypted chat platform Campgrounds gives you secure AI conversations with military-grade security. 
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What users say about our ai
“We should factor in our editorial workflow more into its logic, because it is really distinguished from other bots
AI Product Owner, News Site
“The work is excellent
MichaelAI Security Startup
“We’re not just launching another AI tool, we’re defining how newsrooms can harness data and AI to build public trust
Data Scientist, News and Media Site
“We should factor in our editorial workflow more into its logic, because it is really distinguished from other bots
AI Product Owner, News Site
“The work is excellent
MichaelAI Security Startup
“We’re not just launching another AI tool, we’re defining how newsrooms can harness data and AI to build public trust
Data Scientist, News and Media Site
Article•Overcoming LLM Hallucinations with Trustworthiness ScoresIn today's AI-driven world, businesses increasingly rely on large language models (LLMs) to scale operations. However, the risk of AI generating inaccurate or misleading information can also scale, posing significant challenges. This article delves into trustworthiness scoring, exploring its key dimensions and techniques. Through real-world examples, we show how trustworthiness scores can help mitigate LLM hallucinations, making your AI solutions more reliable and accurate. Discover how to enhance the trustworthiness of your AI implementations in our comprehensive guide, with a nod to the work done by MIT's CleanLabs.
Article•The Road to Trustworthy LLMs: How to Leverage Retrieval-Augmented GenerationPeople say generative AI is prone to hallucinations, but using specific techniques we can greatly enhance both precision and transparency. Join us as we take you on a survey of how Retrieval Augmented Generation, a.k.a. RAG, can show you what's behind the AI curtain.