Skip to main content

Use cases

The problems we are brought in to solve.

14 use cases across AI, application and infrastructure transformation. Open any of them for the full account — the challenge, our approach, what we built and what it means for you.

AI & agent engineering

Turn complex business operations into intelligent, reliable systems

Not a chatbot bolted onto a process. AI agents where judgement is needed, deterministic software where rules matter, workflow orchestration for long-running work, and a human approval point wherever accountability does.

Complex business operations flowing into AI agents, deterministic software, workflow orchestration and human approval — producing faster decisions, higher accuracy and real business impact

Agentic AI · Media operations

Campaign setup in a fraction of the time — consistent across every supplier platform.

6

supplier platforms integrated by API

AI · Finance operations

Every invoice matched, every exception explained — and overbilling caught before it is paid.

4

ingestion channels — API, SFTP, email, upload

AI · Media analytics

Booked vs. delivered vs. billed — reconciled automatically, explained in plain language.

3

datasets reconciled — booked, delivered, billed

AI · Application modernization

Understand undocumented systems in weeks, not years — and replace them piece by piece, safely.

70%+

of enterprise modernization programmes fail or overrun · Industry research

Agentic AI · Service operations

An assistant that investigates, resolves and escalates — not just one that answers.

40%

of enterprise applications will feature task-specific AI agents by end of 2026 · Gartner

AI, app development & cloud transformation

AI systems that reach production — and platforms that stay there

Most agentic AI projects stall before production. Most cloud migrations blow their budgets. Most “critical” platforms stay critical. The pattern behind all three is architecture treated as an afterthought. We do the opposite.

Agentic AI analytics, cybersecurity platform engineering, Azure cloud transformation, enterprise reporting recovery and enterprise application development

Agentic AI · Analytics

Analysis that took days now takes hours — and every insight can prove where it came from.

23%

of organisations have scaled an agentic AI system into production · Gartner

Cybersecurity · Platform engineering

Real intrusion scenarios, in the browser, on demand — even inside air-gapped networks.

Multiple

attack techniques and tactics covered

Cloud transformation · Azure

A full application portfolio moved to cloud during a corporate separation — while every app kept serving the business.

3

dispositions per application — rehost, re-architect, replace

Platform recovery · Enterprise reporting

From weekly firefighting to routine releases — a global reporting estate brought back from critical status.

21

applications recovered from red to green

Infrastructure transformation

We move the systems your business cannot afford to break

Legacy platforms do not fail because teams lack ambition — they fail because every layer beneath an application is tangled with the next. From AIX to Linux, cloud to cloud, DB2 to MySQL: mission-critical estates moved layer by layer, with controlled cutovers.

Infrastructure transformation from tangled legacy AIX, UNIX and DB2 systems to a modern cloud platform — assess, plan, migrate layer by layer, validate, cut over

Infrastructure · Legacy UNIX

Business-critical workloads, moved off a dying platform — without the business noticing.

1 in 85

newly deployed servers run UNIX · Gartner

Infrastructure · Multi-cloud

Every layer changed underneath the applications. The business never felt it.

5

controlled phases — build, rebuild, migrate, validate, cut over

Middleware · AIX to Linux

The middleware moved. The applications never knew.

0

applications rewritten

Database · DB2 to MySQL

The database changed. The applications kept talking.

70%+

of new in-house applications built on open-source databases · Gartner

Infrastructure · Full stack

One partner. Every layer. No broken dependencies.

10

layers transformed — OS to operations

Bring us a difficult technology problem. We will help define the practical path to solving it.

Use cases — HornbillAI