Case studies

Proof that AI workflows run in real operations.

These anonymised sample scenarios show the workflows we design, the systems we connect, and the outcomes we target with every client.

Sample scenarios

Construction

Tender checklist automation

A construction group lost days reading ITTs, mapping requirements, finding past responses, and tracking submission gaps across spreadsheets and email.

Outcome

Tender readiness cut from days to hours with fewer missed requirements.

Hospitality

Invoice coding and exception routing

A hospitality group processed thousands of supplier invoices monthly with inconsistent coding, missing POs, and slow approval chains.

Outcome

AP cycle time reduced 30–40% and exceptions resolved same-day.

Distribution

Order-to-cash acceleration

A distributor received orders across email, portals, and phone, then manually confirmed stock, dispatched, invoiced, and chased payment.

Outcome

Order processing capacity increased 1.5–2x with faster cash collection.

Real Estate

WhatsApp lead qualification

A brokerage managed leads across WhatsApp, portals, calls, and spreadsheets, with slow follow-up and no clear prioritisation.

Outcome

Lead response time reduced and conversion rate improved within 90 days.

Private Capital

Deal flow triage

Inbound deals, DDQs, and portfolio updates were scattered across email, decks, and CRMs, making partner routing slow.

Outcome

Deal triage time cut by 30–50% and partner routing became consistent.

What operators say

“The agent did not just speed up invoices. It finally let us see where every exception came from.”

Finance Director

Regional hospitality group · Sample scenario

“For the first time, our tender responses were consistently complete without chasing four different people for missing documents.”

Commercial Manager

Construction contractor · Sample scenario

These scenarios are illustrative and based on common operational patterns we see in the market. Metrics are plausible targets, not guaranteed results. Every engagement is scoped to your specific systems, workflows, and governance requirements.

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