Services

Research-Driven Solutions

From database optimization to secure AI systems, we deliver measurable improvements through rigorous engineering and academic research.

01

Database Optimization

Benchmarking and optimization across SQL, NoSQL, and graph databases. We profile workloads, identify bottlenecks, and apply targeted changes — schema, indexing, query plans — to meet your performance and cost targets.

02

Secure On-Premise AI

Custom AI infrastructure for organizations with strict data security requirements. Process sensitive data locally without external exposure while leveraging state-of-the-art models.

03

Local LLM Development

Custom LLM deployments that run entirely on your infrastructure. Fine-tuning, retrieval augmentation, and on-premise serving keep sensitive prompts, data, and outputs inside your network.

04

Scientific Software

Specialized analysis software for research institutions, including image processing, automated classification, and measurement systems for academic and industrial applications.

05

Research Collaboration

Partnership opportunities with academic institutions. We bring engineering expertise to research projects and help translate findings into production-ready systems.

06

Systems Architecture

End-to-end design of data processing pipelines, containerized environments, and production infrastructure tailored to your specific workloads and scalability needs.

Capabilities

What We Deliver

Local LLM Infrastructure

Local LLM Development

We design and deploy large language model systems that run entirely on your own hardware. No prompts, embeddings, or generated content ever leave your network — making them suitable for regulated industries and sensitive enterprise data.

Capabilities:

  • Model selection and benchmarking for your hardware and latency budget
  • Fine-tuning and instruction-tuning on your domain data
  • Retrieval-augmented generation (RAG) over private document corpora
  • Serving infrastructure with quantization, batching, and GPU/CPU optimization
  • Evaluation harnesses and regression tests for output quality
  • Integration with internal tools, databases, and authentication systems
Local LLM Fine-tuning RAG On-Premise
Database Architecture

Database Performance Optimization

Our database optimization services are grounded in rigorous benchmarking methodology. We don't guess at performance issues—we measure, analyze, and validate every optimization.

Our approach includes:

  • Comprehensive workload analysis and profiling
  • Query execution plan optimization
  • Index strategy development
  • Schema design review and recommendations
  • Containerized benchmark environments for reproducible testing
  • Before/after performance validation
MySQL PostgreSQL Neo4j MongoDB MariaDB
Secure AI Infrastructure

Secure On-Premise AI

For enterprises and research institutions where data security prevents the use of external AI services, we develop custom on-premise AI infrastructure that keeps sensitive data completely under your control.

Key features:

  • Fully on-premise deployment — no business or research data leaves your network
  • Custom fine-tuned models for your specific use cases
  • Integration with existing internal systems and databases
  • Air-gapped deployment options for maximum security
  • Compliance-ready documentation and audit trails
On-Premise LLM Data Security Compliance
Scientific Analysis Software

Scientific Software Development

We develop specialized software for scientific research applications, working closely with researchers to understand their unique requirements and deliver tools that accelerate their work.

Recent projects include:

  • Crystal phase analysis software for materials science (Osaka University)
  • Automated image classification systems
  • Data visualization and measurement tools
  • Statistical analysis pipelines
  • Integration with laboratory equipment and data sources
Image Analysis Machine Learning Materials Science
Our Process

How We Work

A systematic approach ensures consistent, measurable results.

1

Discovery

We begin with a thorough analysis of your current systems, requirements, and constraints. Understanding your specific context is essential for effective solutions.

2

Research

Based on our findings, we conduct targeted research and benchmarking to identify optimal approaches. This phase ensures our recommendations are backed by data.

3

Implementation

We execute the agreed-upon solution with careful attention to your production requirements. Every change is validated against measurable success criteria.

4

Validation

Post-implementation, we verify results against our baseline measurements. You receive comprehensive documentation of improvements achieved.

Let's Discuss Your Project

Tell us about your challenges and we'll explore how our expertise can help.

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