From strategy to deployment, we turn real business operations into AI-ready systems.
Is This You?
[ WORK PARTS ]
Supports You
Custom AI Agent Development
We design and build custom AI agents optimized for each client’s data, workflows, and operational environment using the latest AI models, fine-tuning, RAG, and tool integration.
Legacy System AI Transformation & Integration
We redesign existing systems into AI-ready architectures and unify fragmented data, workflows, and functions to build an operational foundation for AI transformation.
Our Tech
Stack
[ CORE TECH ]
Sonamu Framework
A proprietary full-stack framework that delivers end-to-end type safety from database to frontend. With database-first development, auto-generated APIs, a built-in admin panel, integrated validation, and observation-based testing via Naite, it removes traditional Node.js setup overhead while dramatically reducing testing costs. Built-in AI readiness enables every Sonamu service to become instantly accessible to SocratsAI through automatic schema introspection and semantic layer generation.
Q&A-Based RAG
Question-to-question vector matching instead of document chunking. Store curated Q&A pairs and retrieve through question similarity—aligning directly with how LLMs learn.
AI-Native Ontology
Structured knowledge using question-answer pairs, not complex graphs. Simple format that aligns with LLM training mechanisms—our answer to Palantir-style complexity. Enables reliable retrieval through pgvector semantic search.
AI-Powered Reconstruction
AI-assisted system reconstruction for legacy databases. Automatic schema introspection, AI-powered documentation generation, and full-stack scaffolding enable complete modernization without business disruption.
Multi-Model Integration
Seamless orchestration of ChatGPT, Claude, and Gemini through unified interface. Model switching, cost tracking, and performance comparison—no vendor lock-in, optimal task-model matching.
Layouts
Styles
Variables
Legacy System Integration
Direct connections to enterprise systems (ERP, CRM, SCM, HR, FI) with semantic layer construction. Our Q&A-based ontology enables natural language queries to complex databases—no SQL knowledge required.
AI-Assisted Development
AI is embedded in every layer of our development workflow—from pair programming with Cursor and Claude to automated testing with Naite and AI-powered code review. This enables us to deliver not just AI features, but truly AI-native systems for our clients.
[ LAYERS ]
See Our Work in Action
[ PROJECTS ]
Our Projects
[ NEWS ]
Latest News
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