AI systems and semantic search without sending data outside your organization.
On-Prem / Private Cloud
Data never leaves your organization. Docker, Kubernetes, or isolated VM.
Source-Grounded Answers
Every answer shows which paragraph it came from.
SSO / LDAP / Audit
Enterprise authentication and auditable logs.
First target sectors.
Industries where specialized domain terminology, security, and data privacy are paramount to deploying AI and software solutions.
Legal &
Compliance
Search regulations, contracts, rulings, and internal policies. Ask questions, get answers with source paragraphs. Similar rulings and clauses. Data never leaves your organization.
Health &
Medical
Knowledge base for medical Turkish, clinical documents, and patient education. Source-grounded, risk-aware answers. Domain-adapted retrieval.
Support &
Operations
FAQ search, similar ticket matching, topic classification, and routing for call centers and ops teams. Fast integration.
Academic &
Research
Semantic search across theses, papers, patents, and scientific publications. Helping researchers find references and grounded answers fast.
Finance &
Audit
Semantic query systems for financial statements, audit reports, market research, and sensitive databases. Fully secure, isolated environment.
Education
Institutions
Smart Q&A assistants trained on course materials, student guidelines, and curriculum documents for customized student support.
SMEs &
Traditional
Quick information retrieval and workflow automation for product catalogs, supply chain documents, and operational playbooks.
Measure first, then deploy.
Magibu Retrieval Audit is a 2-week measurement package before pilot. We compare models and architectures on your data together.
"Let's measure which model works better on your documents; then deploy a secure in-house AI system."
Not a sales pitch - a way of working. Most organizations skip measurement and come back months later. We start with this step.
Data Sampling and Analysis
We select a representative subset of your documents together. Data stays inside your environment.
User Test Scenarios
30–100 real user questions with expert-labeled correct passages.
Model & Architecture Benchmark
Magibu, OpenAI, Cohere, Voyage, and E5 measured on the same data. Chunking strategies compared side by side.
Comprehensive Metrics Report
recall@5, precision@10, MRR, nDCG@10, and latency. Top 5 wins + 5 critical failures with case studies.
Topology Recommendation
One-page technical and financial rationale for model, chunking, reranker, vector DB, and deployment topology.
Roadmap & Decision
Continue or stop for pilot. Audit delivers value on its own; not required before pilot.