AI applications / Product engineering

AI for the
whole workflow.

Our team develops software that connects document interpretation, expert review, and business systems. We bring product architecture and engineering to the parts that have to work together.

From source material to reviewed action
InterpretKeep the source
ReviewApply judgment
IntegrateRecord the action
Source evidence stays connected throughout.

Combine language and vision models with explicit rules to turn documents into structured information linked to source evidence.

Architecture illustration · Select a stage to explore.

What we’re building

Applications around
professional judgment.

Our work spans the application and its underlying systems: how information enters, how people review it, and how a decision becomes a reliable action.

01

Document interpretation

We combine language and vision models with explicit rules and geometric analysis. The result is structured information that retains its source evidence and supports expert correction.

Source → Structure
02

Workflow integration

Our team connects document intake, AI processing, and human review with existing business applications. The work includes cloud services and desktop integration.

Review → Action
03

Transaction integrity

We develop processing infrastructure with exact monetary arithmetic, atomic operations, protection against duplicate execution, audit trails, and automated consistency checks.

Action → Record

How we engineer it

Make the reasoning
and the result reviewable.

AI is useful for interpreting varied, incomplete source material. We pair that capability with explicit rules, validation, and human judgment where the result needs closer control.

Our team designs review, correction, integration, and transaction handling as parts of the same application. The source of a result and the effects of an action should be possible to inspect.

01 / EvidenceWhere did this come from?
02 / ReviewWhat needs a person’s judgment?
03 / TraceabilityWhat changed, and why?

From the engineering team

Selected tools and notes.

Alongside our application work, we share selected experiments and implementation notes for other developers.

Explore our public repositories

Work with Ituri

Let’s look at the whole workflow.

Tell us where information gets stuck, where expert judgment matters, and which systems need to work together.