Source-grounded knowledge access
RAG solutions for enterprise documents, knowledge bases and system records with source attribution and authorization-aware access.
About
A software company for enterprise AI, document intelligence and integration infrastructure
Mansel is an Istanbul-based software and consulting company helping regulated organizations connect knowledge sources, documents and existing systems to accountable AI workflows.
What Mansel does
What Mansel does
Mansel works on enterprise knowledge access, document processing, data integration and AI infrastructure projects. The goal is to connect existing knowledge sources and operational systems to reliable, auditable and production-oriented AI workflows.
Turning documents into usable data
OCR, classification and field extraction workflows for forms, policies, claims, contracts and operational documents.
Connecting existing systems to AI workflows
An integration and infrastructure layer for ECM systems, file stores, databases, APIs and enterprise applications.
Product layers
Product and infrastructure approach
ManselIQ, ManselVision and ManselBridge are designed as complementary layers. ManselIQ supports source-grounded knowledge access, ManselVision supports document intelligence workflows, and ManselBridge supports data, integration, model access and audit requirements.
ManselIQ
/en/products/manseliq/ManselVision
/en/products/manselvision/ManselBridge
/en/products/manselbridge/Working model
How we work
- We start by mapping existing data sources, document types and security boundaries.
- We define a small but measurable starting scope.
- We design source attribution, authorization and audit requirements from the beginning.
- We evaluate on-premise, private cloud and hybrid deployment options based on project needs.
- We treat pilot outcomes as input for production architecture, not only as a demo.
Trust approach
Trust, data boundaries and auditability
In regulated organizations, AI systems are not evaluated only by the answers they produce. Data residency, access control, source attribution and auditability are part of the design. Mansel therefore addresses security, deployment and audit requirements at the beginning of the project.
Mansel Ventures
Mansel Ventures
In addition to its enterprise AI product family, Mansel develops and operates digital platforms in selected domains. Halkaarz.info, Marketbist, SafeStep and ProfitPulse support Mansel's experience in product development, data processing and user experience across different use cases.
These platforms are positioned separately from the core enterprise product family.
Next step
Let's assess your document, data or knowledge access challenge together.
Share your existing systems, security boundaries and target use case. In the first conversation, we will identify the most appropriate starting scope together.