Production AI Agents That Run Business Logic.
Bridging the gap between raw probabilistic LLMs and deterministic business software. We engineer Custom MCP servers, production RAG pipelines, autonomous agents with strict tool-calling schemas, and structured data workflows directly inside your web and backend stack.
AI without clear strategy is just an expensive novelty.
Companies rush to adopt AI without workflow readiness, security boundaries, or unit economics. This leads to brittle demos, unpredictable hallucinations, and wasted budgets that never produce measurable business value.
- Unclear ROI on experimental AI and copilot projects
- Messy, unstructured enterprise data that breaks retrieval systems
- Security, privacy, and compliance vulnerabilities in API integrations
- Internal teams overwhelmed by rapidly shifting AI tooling and hype
"Deterministic software where possible, probabilistic intelligence where it truly multiplies human leverage."
Specialised AI Advisory Expertise.
We deliver high-impact results through a combination of strategic foresight and technical excellence.
Custom MCP Server Development
Expose internal APIs, databases, and private tools to Claude, Cursor, and custom agents over stdio or Streamable HTTP securely.
Autonomous Tool-Calling Agents
Multi-step task execution with deterministic output schemas (Zod / JSON Schema), stateful memory, and human approval gates.
Production RAG & Vector Search
Hybrid vector search (Pinecone / pgvector / Qdrant) with metadata filtering, cross-encoder reranking, and zero-leakage ingestion.
Workflow Automation & Continuous Evals
Background LLM job queues for document parsing, ticket triage, and automated regression evaluations that ensure production reliability.
AI Readiness & ROI Diagnostic
A fast operational diagnostic to identify where agentic AI and intelligent automation generate measurable business leverage.
AI Security & Governance Review
Comprehensive auditing of data boundaries, prompt injection safeguards, PII sanitization, and output guardrails.
The Production AI Framework
A precision-engineered approach to your business growth.
Readiness & Opportunity Audit
We evaluate your workflows, existing data assets, and team skills to pinpoint the 2-3 areas where AI delivers 10x ROI.
Data & Workflow Strategy Blueprint
Designing reliable workflow pipelines, vector search, and retrieval systems with strict accuracy guidelines.
Agentic Prototype Sprint
Building and benchmarking working prototypes within 2 weeks to validate accuracy and user acceptance in real scenarios.
Production Deployment & Enablement
Hardening security, setting up observability dashboards, and upskilling your team so you own and evolve the capability.
Production AI agents that run
real business logic.
Bridging the gap between raw probabilistic LLMs and deterministic business software. We engineer Custom MCP servers, production RAG pipelines, autonomous agents with strict tool-calling schemas, and structured data workflows directly inside your web and backend stack.
Autonomous Tool-Calling Agents
Multi-step task execution with deterministic output schemas (Zod / JSON Schema), stateful memory, and human-in-the-loop approval gates.
- ✓Structured function calling with typed parameters & validation
- ✓Deterministic guardrails stopping hallucinated arguments
- ✓Stateful memory persistence across multi-turn workflows
- ✓Configurable human approval gates for high-stakes actions
Custom MCP Server Development
Expose your proprietary APIs, internal databases, and private tools to Claude, Cursor, and custom agents over stdio or Streamable HTTP — securely.
Production RAG & Vector Search
Hybrid vector search (Pinecone / pgvector / Qdrant) with metadata filtering, semantic reranking, and zero-leakage document ingestion.
Workflow Automation & Continuous Evals
Background LLM job queues for document parsing, ticket triage, and automated regression evaluations that guarantee production reliability.
Average acceleration in manual content analysis and triage workflows.
First-year ROI on automated agentic business processes.
Accuracy achieved through domain-grounded knowledge pipelines and prompt guardrails.
Intelligent systems in production.
AceHaematology AI Essay Analyser
"Engineered an AI essay evaluation engine benchmarking medical trainee answers against consultant models with instant scoring and viva prompts."
HR Solx Algorithmic Matching
"Built an automated job-matching engine connecting blue-collar industrial workers with corporate manufacturing shifts in real time."
Ready to turn AI hype into an unfair advantage?
Book an exploratory AI readiness diagnostic to evaluate where AI can transform your operations.