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AI engineering

Turn documents into controlled, reviewable work.

When invoices, forms or records arrive faster than people can classify and rekey them, Kritical builds document workflows that reduce repetitive work while keeping exceptions and important decisions visible to a person.

Keep approval and exceptions explicit.

Automation should not hide uncertainty. The design defines confidence thresholds, validation rules, human review queues, access boundaries, retention requirements and a clear record of what was processed, checked and approved.

Prove the workflow against representative material.

A scoped delivery can move from discovery and sample-set preparation through a prototype, integration and agreed checks before handover. We measure accuracy, processing speed and exceptions against your real documents, not a vendor demo set.

Abstract AI / data compute visual (no robots)

Three situations we usually start from.

Invoices arrive faster than they can be keyed

A growing volume of supplier invoices means someone is always behind, and errors slip through under the backlog.

Forms come in every format imaginable

The same request arrives as a PDF, a scanned form or a photo from a phone, and each one needs the same fields extracted.

Nobody can explain why a case was approved

Decisions happen inside a person's inbox, with no record of what was checked or why an exception was allowed through.

Why Kritical, specifically.

Continuity planned around your account

We aim to provide continuity through a consistent lead or delivery group where the agreed scope and service model support it. Your proposal sets out the contact model, cover and handover arrangements that apply.

A written quote

We review the supplied information, then confirm the scope, written price and expected timing.

We price the workflow, not just an API call

Extraction, validation, review queues and integration are the real cost. We scope and price that work directly, in writing.

We explain confidence thresholds in plain English

Your finance or operations lead gets a working understanding of when the system defers to a person.

Questions before you enquire

Can this connect to Business Central or Dynamics 365?

Yes, where the target APIs, data model and permissions support the required workflow. The integration and record ownership are confirmed during discovery.

Does AI approve the final transaction?

Only if the agreed risk and control design permits it. Consequential or uncertain cases can be routed for human review and approval.

Which AI platform do you use?

Platform selection follows the workload, data location, security, integration and operating requirements. Kritical can assess cloud, hybrid and on-premises options.

Why is there no price shown on this page?

Document volume, field complexity and integration scope change the cost too much for one published number. Send a sample and you get a written, scoped quote.

What documents do we need to provide to get a quote?

A representative, lawfully shareable sample of the document type, the fields you need extracted, the target system, and any known exceptions the current process already struggles with.

How do you handle documents containing sensitive information?

Access boundaries, retention and handling rules are agreed before any document is processed, and the design keeps a clear record of what was seen, by which process, and why.

Can the workflow improve over time?

Yes, where a review and feedback loop is part of the agreed design. Corrections made by reviewers can inform future accuracy without removing the human check on consequential decisions.

What happens to documents that fail validation?

They are routed to a defined exception queue with the reason recorded, rather than silently rejected or forced through. Your team decides who resolves each exception type and how quickly.

Do we need our own data science team to run this?

No. Kritical scopes, builds and hands over the workflow, including the monitoring and review process your team needs to operate it day to day without ongoing specialist support.

Let’s define the next step.

Tell us what you want to achieve, what you have today and when it matters.

Get a document workflow quote