VSUNOVA

Division 06

AI automation · Applied intelligence · Data platforms

VSUNOVA AI

Applied AI with a measurable business case and a human in the loop.

We build retrieval-grounded assistants, document automation, forecasting and decision support — each with an owner, an evaluation set and a defined failure mode.

VSUNOVA AI
AI
6 wks
Typical pilot to production
71%
Median handling-time reduction
100%
Deployments with eval suites

Applied AI with a measurable business case and a human in the loop.

The expensive way to adopt AI is to start with the model. We start with a decision that is slow, expensive or inconsistent, then work backwards to the smallest system that improves it. That usually means data plumbing and process design before any inference happens.

Every deployment ships with an evaluation harness, guardrails appropriate to the risk, and a clear escalation path to a human. If we cannot measure the improvement, we do not ship it.

Capabilities

01

Opportunity mapping

Process mining and cost analysis to find where automation actually pays, ranked by effort and risk.

02

Retrieval & assistants

Grounded assistants over your documents, tickets and contracts — with citations and access control.

03

Document automation

Extraction, classification and validation pipelines for invoices, claims, contracts and onboarding packs.

04

Evaluation & governance

Labelled test sets, regression gates, drift monitoring, audit logs and a documented model-risk policy.

How we work

  1. 01 Map Shortlist candidate processes and score them on value and risk.
  2. 02 Prove Four-week pilot against a labelled evaluation set.
  3. 03 Harden Guardrails, permissions, monitoring and human review paths.
  4. 04 Scale Rollout by team, with adoption tracking and retraining loops.

What you gain

  • A measurable reduction in handling time or error rate
  • Auditable outputs with citations and access control
  • No lock-in to a single model provider
  • Staff who understand what the system does and when to override it

Common questions

Talk to us

Curious where AI would actually help?

Bring two or three slow processes to a working session. We will score them and tell you which one to try first.

A few sentences is plenty. Links welcome.

We use this only to respond to your enquiry. No lists, no resale, no automated sequences.

Start here

Choose a division. Or let us assemble the whole picture.

Each practice is deep on its own. Together they cover the entire lifecycle of a modern digital business — from infrastructure and data to story and storefront.