AI & Automation
Practical ML, GenAI and workflow automation wired into the products your teams already use.
Overview
What we actually deliver.
From machine-learning models and generative AI to intelligent chatbots, AI agents and automation systems, our solutions are built to solve real business challenges. We also support AI integration, product development and consulting so organisations can adopt and scale AI effectively across their operations, rather than just prototype it. Read about our logistics technology.
Core Capabilities
- AI agents & copilotsTRUE
- RAG & knowledge retrievalTRUE
- Workflow automationTRUE
- LLM evaluation & guardrailsTRUE
- Computer visionTRUE
- Forecasting & ML modelsTRUE
Telemetry & Metrics · AI & Automation
Architecture & Scope
Services tailored to your stage.
AI agents & copilots
Domain-specific assistants that draft, decide and act inside your existing tools, keeping human-in-the-loop where it matters.
Retrieval-augmented generation
Search and answer over your documents, tickets and data with citations, eval pipelines and access controls.
Process automation
Replace high-volume repetitive work with deterministic + LLM pipelines that are observable end-to-end.
Computer vision
Detection, classification and OCR for manufacturing, retail and document-heavy workflows.
Forecasting & ML
Demand, churn and risk models served behind APIs with monitoring for drift and bias.
AI strategy & enablement
Use-case discovery, ROI modelling and a 90-day roadmap your leadership team can defend.
Execution Model
A delivery rhythm built for quality.
Discover
Workshops with stakeholders to map the problem, success metrics, and constraints. We establish a clear, written problem statement and a prioritised backlog.
Design
Architecture planning, UX research, and technical spikes. Risky decisions are tested cheaply before they become expensive.
Build
Two-week increments with weekly demos, working software in staging, and a transparent burn-up of scope.
Launch & Evolve
Hardening, production observability, team training, and a sustainment plan. We stay aligned post go-live.
Outputs
What you walk away with.
- >AI roadmap & ROI model
- >Production model / agent
- >Eval & guardrail suite
- >Observability dashboards
- >Runbook & handover
Technology
Tools we live in.
// Production hardened
No anonymous outsourcing. Every system built under direct review of senior architects and tested continuously.
Engagement Matrix
Models built for your stage.
Embedded Squad
A fully integrated, multi-disciplinary team of senior engineers and a product lead working directly in your Slack and GitHub.
Target Profile
Rapidly scaling products
Project-Based
Fixed-scope, milestone-driven delivery where we own the architecture, build, and launch of a standalone product or feature.
Target Profile
New MVPs & greenfield systems
Spike & Discovery
An intensive 2-week technical sprint to validate assumptions, build interactive prototypes, and map architectural risks.
Target Profile
Validating complex integrations
Fractional Advisory
Part-time CTO consulting, technology audits, security reviews, and strategic roadmapping for engineering leadership.
Target Profile
Growth-stage tech strategies
System Queries
Frequently asked questions.
Both. We start with the simplest tool that meets the eval bar, which is usually prompt + retrieval, and only fine-tune when there's a measurable gap.
Private deployments, scoped retrieval, PII redaction and audit logs by default. Nothing leaves your tenancy without an explicit decision.
A 4-6 week discovery + pilot, featuring one well-scoped use case taken to production with governance, so the second use case ships in weeks instead of quarters.
We implement multi-step evaluation suites that run during CI/CD. We also enforce structured JSON outputs and deterministic fallback logic to keep agents bounded.
Ready to ship ai & automation?
> Tell us what you're building. We'll architect the pipeline.