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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HIGHLY RELIABLE AI Features

Power accurate, production-ready AI experiences like smart search, generative summaries and chat assistants
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Smart Workflows & Decision Automation

Streamline processes from claims form extraction and document triage, to alerting systems that cut manual reviews
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AI Infrastructure & MLOps

Build end-to-end infrastructure, from storing data in vector databases optimized for fast retrieval to serving models reliably
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Research-to-Production Advisory

Feasibility studies, model audits, risk & governance workshops.
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What We've Delivered

16× fewer errors than base LLMs — human-verified

Agentic GraphRAG AI Chatbot with less than 1.38% Hallucination Rate

Boosted publishing velocity → more traffic, better SEO, deeper engagement

Complex domain data modeled into powerful ontologies creates helpful AI services

100% Proprietary, AI-Written Articles

Fully referenced, publication-ready pieces — using an AI trained in the organisation’s voice

Auto-flag errors with a custom rules engine

Using AI for tedious work, transforming human reported issues into automated QA testing

Make Your AI Systems Reliable

Whether 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

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Discovery & Feasibility

Data audit, ROI modelling, risk mapping
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Prototype & Validate

Rapid POC, user testing, performance gating
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Build & Integrate

Secure pipelines, CI/CD, compliance artefacts
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Operate & Improve

Live monitoring, feedback loops, retraining

Turning 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 Anywhere

Run 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

From AI Potential to Proven Value. Fast.

We help you map real AI opportunities, prove value fast with working prototypes, and scale with long-term engineering support.