Research
Knowledge architecture and applied AI
What a company knows, and whether it can find it again. Research frameworks, ontologies, information structures, conceptual models and decision support — the layer DEISMA's name comes from, and the one that keeps working long after handover.
Knowledge layer
Models · Ontologies · Reasoning
01
Ontologies and data models
Defining what things are and how they relate, so an organization's data finally means the same thing in every department.
02
Knowledge platforms
Long-lived knowledge bases built from project files, contracts and specifications — searchable, answerable, and still learning after handover.
03
Decision support
Systems that lay out options, evidence and consequences for a recurring hard decision. They inform the decision; the client still makes it.
04
Applied research and white papers
Serious research on questions our clients' industries have not answered — published as frameworks, standards and white papers.
Applied AI
AI as a working instrument, not a slogan
AI is embedded inside each phase of our process rather than sold as a separate line item. What follows is what it actually does in our work.
Discover
LLM-assisted synthesis of briefs, specs and regulations; automated requirement extraction.
Map
Entity and relationship extraction; knowledge-graph construction from documents.
Model
Parametric option generation; ML surrogates that replace slow simulation.
Design
Generative exploration under real constraints; automated code and compliance checking.
Test
Scenario sweeps; clash and anomaly detection before anything is built.
Deliver
Agentic assistants; fault detection; a knowledge base that keeps learning post-handover.
AI governance
How we keep applied AI accountable
- Human-in-the-loop on every consequential decision
- Provenance and traceability for AI-generated content
- Independent verification of outputs
- Client ownership of data and models
- Accuracy measured on the client's own data and reported as a real number
- No accuracy claimed before it has been tested
University collaboration
Peer-reviewed research partners
Academic standing is part of how we work, not decoration. It supports our white papers, gives institutional clients a credible research partner, and keeps a pipeline of graduate talent open.
University of Colorado Boulder
AI and research base for the Denver hub; access to the North American AEC market and university collaboration.
University of South Florida
School of Architecture & Community Design, where our Design Director is Associate Professor — studio-based research, publication routes and graduate talent.
Research outputs
- Ontologies and knowledge models
- Strategic frameworks and roadmaps
- White papers and published research
- Standards and templates
- Decision-support systems
- Implementation briefs
Documents
Download the full document behind this page.
Manage it, advise on it, design it — as one system.
We do not ask only how to build. We ask how to understand, model, design, and act. Tell us the problem and we will show you its structure.
Contact
Selim Karakülah
Founder · Business Development Director
selim.karakulah@deisma.ai+90 532 287 68 68 Istanbul+7 707 951 2544 Astana