Digital transformation and AI systems for specialized manufacturing operations

We turn specialized tasks beyond the reach of general-purpose AI—such as quotations, drawing checks, drawing analysis, PLC work and technical knowledge transfer—into systems tailored to workplace decision criteria. The aim is to shorten the first steps of actual work, not to stop at search.

Some specialized
workplace tasks are beyond general-purpose AI.

General-purpose text generation cannot fully handle drawing interpretation or your company's own decisions. We incorporate your workplace knowledge and data before defining what to automate.

General-purpose AI

Although effective for general knowledge and writing, it cannot fully address drawings, equipment and your company's own decision criteria.

Workplace-specific AI

We incorporate drawings, forms, past cases and experienced staff's know-how to provide answers and automation that work for your company.

Turn know-how into an asset you no longer have to keep searching for.

We bring together conversations, manuals, drawings and cases, making them accessible through questions and business applications so that search time can be spent on actual work.

  1. Collect

    We gather workplace information such as conversations, manuals, drawings and past cases.

  2. Organize

    AI summarizes and classifies information, structuring it for later use.

  3. Accumulate

    We retain decisions that depend on individuals as company knowledge.

  4. Retrieve

    Simply ask a question to find the knowledge you need, together with its source documents.

  5. Keep improving

    We incorporate workplace feedback and improve accuracy during operation.

  6. Integrate into operations

    We connect knowledge to actual quotation, drawing-checking and maintenance work, rather than stopping at search.

Give your teams time back for specialized work.

We go beyond search to address tasks that hold up work, including quotations, drawing checks, forms, ladder logic and drawing calculations. Results vary with operating conditions, so we recommend starting with a proof of concept using your own data.

Quotation and specification drafting

We draft quotations and specifications from drawings and requirements.

Automatic lead-time calculation

We automate lead-time calculations to provide a consistent basis for planning and quotations.

Document OCR

We read paper and PDF forms and turn them into data that can be transferred and searched.

Automatic PLC ladder-logic generation

We create draft ladder logic from specifications to shorten the initial design phase.

Several hours → 1–2 minutes

Mechanical and electrical drawing checks

We support drawing reviews to help identify omissions earlier.

Up to 90% less work time

Surface area and volume from drawings

We calculate surface areas and volumes from drawings to speed up quotation and machining evaluations.

Approx. 90 minutes → approx. 5 minutes / 90% accuracy

Preserve experienced staff's know-how as data.

For technical knowledge transfer, Knowledge AI applies the same approach. It turns the effort of searching, asking and teaching into a workplace knowledge base.

Knowledge AI

Store manuals, drawings, past cases and workplace conversations, then ask questions to see answers and their source documents.

Learn more →

Frequently Asked Questions

Can we test with just a subset of our drawings or forms?
Yes. We narrow down the drawings, forms or processes, assess recognition accuracy and the impact on work time, and then expand the scope.
Can you integrate with our existing Excel files or core business systems?
Yes. We review current data formats and operations, then choose an appropriate approach, such as using Excel, API integration or phased migration.
How should we choose between general-purpose and workplace-specific AI?
General-purpose AI is suited to general writing, while workplace-specific AI is suited to decisions using your own drawings and equipment information. We define the accuracy and review methods each task requires and use the appropriate approach.

Drawings, quotations, drawing checks and maintenance: talk to us about specialized workplace operations.

Even tasks beyond general-purpose AI can be tackled through small, practical tests.