Recurring failure modes

What goes wrong in every sector.

The design changes with the sector. These four problems show up almost regardless of it, which is why they are worth recognising early.

Fragmented records

The same entity lives in several systems

Customer, patient, student, vehicle or unit: each one exists in more than a single place, with different identifiers and different ideas about which copy is current. Reconciliation then becomes somebody's job.

  • One canonical record per entity
  • Explicit mappings between systems
  • Reconciliation that proves agreement
Unstructured intake

Work arrives as documents

Applications, claims, referrals, quotations and purchase orders all arrive in shapes no system can process. Reading them is manual and inconsistent between reviewers.

  • Extraction with confidence thresholds
  • Review queues for genuine ambiguity
  • Validation against rules, not only formats
Manual workflow

Handoffs lose context

Work moves between teams and systems by copy, paste and email. Every handoff is a chance to drop something, and nothing is traceable afterwards.

  • Workflow state held in the system
  • Owners and deadlines made explicit
  • Every action logged and attributable
How we engage

One workflow first, not a strategy document

We would rather fix one process properly than sketch every process vaguely. The first engagement is scoped around a single operational constraint, taken to production, and then used as the foundation for whatever comes next. That keeps the risk honest and the feedback fast.

Related reading

The engineering behind these sectors.

Sector pages describe the context. These pages describe the work itself.

Capabilities

What we actually build

Six capabilities, scoped separately and combined often.

Patterns

Problems we recognise

Shapes that repeat across every sector on this page.

Company

Who you would be working with

How the company is run and where we publish thinking.

  • About LivingTech Products and client work on one standard.
  • Insights Working notes on applied AI and architecture.
  • Careers Small team, direct contact, no vacancies listed.
  • Contact Every enquiry is read by an engineer.

Does your sector belong on this list?

Probably not by name, but the shape of the problem will be familiar. Describe the operational constraint and we will say whether we can help.

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