AI consulting and system architecture for enterprise applications
Every enterprise is exploring AI, but few have a clear architecture for where models run, how data flows, and what happens when the API bill spikes. AI consulting at Hiraba starts with your business problem — not the latest model release.
We help teams integrate AI into existing products: document search with RAG, automated classification, chatbots grounded in company knowledge, and predictive analytics on operational data.
AI should reduce manual work on well-defined tasks — not replace product strategy or domain expertise.
Common AI use cases we implement
- Internal knowledge bases with retrieval-augmented generation
- Invoice, contract, and form extraction from PDFs
- Support ticket triage and suggested responses
- Demand forecasting and anomaly detection on IoT or ERP data
Architecture principles
- Start with eval datasets before tuning prompts or fine-tuning
- Keep human-in-the-loop for high-stakes decisions
- Cache embeddings and responses where latency and cost matter
- Log prompts and outputs for audit and improvement
Explore our AI Consulting offerings or schedule a strategy session via Contact.