01 AI development & consulting
Practical AI.
Connected to your work.
We develop with Claude and ChatGPT and consult on how to apply them to real business workflows. Our experience spans quotation development, engineering knowledge and meeting prototypes.
01 / DOCUMENTS
RFQ & specification analysis
Extract requirements from requests for quotation (RFQs), specifications and technical documents. Compare revisions, flag gaps and prepare clarification lists for a reviewer.
Useful for Turning an incoming RFQ package into a review packet with source references.
Claude / ChatGPT · Document extraction
02 / QUOTATIONS
Quotation workflows
Connect equipment data, bills of materials and cost inputs to reviewable quotation drafts. Keep quantities, assumptions and approval steps visible throughout the workflow.
Useful for Preparing a draft workbook that an estimator can check before any quote is issued.
Python · Excel / JSON · Validation rules
03 / KNOWLEDGE
Ontology & knowledge graphs
Define a shared model of equipment, materials, requirements and documents. Use Neo4j knowledge graphs to connect those concepts with their relationships and evidence.
Useful for Tracing which requirement affects a component, calculation or quotation decision.
Ontology · Neo4j · OWL / SHACL
04 / RETRIEVAL & TOOLS
Answers connected to sources
Develop retrieval-augmented generation (RAG) over agreed document sets. Connect agents to business tools through APIs and the Model Context Protocol (MCP), with scoped access and review points.
Useful for A document assistant that returns source locations and drafts the next action for review.
RAG · Agents · MCP · API integration
05 / ENGINEERING
Engineering calculation support
Combine AI-assisted input preparation with deterministic calculation code. Record units, assumptions and calculation references so an engineer can inspect the result.
Useful for Building repeatable calculation workflows with checks and human engineering review.
Python · Calculation checks · Traceable inputs
06 / MEETING PROTOTYPES
Transcription & translation
Prototype meeting transcription, translated captions and contextual reply suggestions. Evaluate technical vocabulary and language quality using agreed sample recordings.
Useful for Testing English–Korean support for technical discussions before wider use.
Speech-to-text · Translation · Desktop prototypes