Choose a real workflow
Define who uses the system, what they need to accomplish, and what a good result looks like.
07 / USE CASESRAYA.COM.AI
Local models applied to commercial work.
RAYA focuses on workloads where Indonesian language, local knowledge, enterprise context, and model control materially improve the result.
POSITION
The right starting point is not a generic chatbot. It is a defined workflow with real users, bounded data, quality criteria, and a measurable business outcome.
WORKLOAD DESIGNFROM TASK TO PRODUCTION
01 / UNDERSTANDUSER + WORKFLOW
Start from the people, decisions, documents, and existing process.
02 / COMPOSEMODEL + CONTEXT
Combine local models with knowledge, tools, and structured outputs.
03 / MEASUREQUALITY + OUTCOME
Evaluate realistic work before integrating and expanding production use.
01 / APPROACH
How it works
Select the AI pattern
Combine a RAYA model with retrieval, structured outputs, tools, or further adaptation as needed.
Test representative work
Use realistic Indonesian and business-specific examples to measure quality, risk, and failure modes.
Integrate and improve
Connect the workflow to existing applications, monitor use, and improve against observed outcomes.
02 / SCOPE
What it includes
Knowledge work
Internal search, research support, summarization, and document analysis
→Customer operations
Local-language support, service assistance, classification, and response drafting
→Document intelligence
Extraction, comparison, review, routing, and structured generation
→Commercial intelligence
Catalog enrichment, market analysis, search, and localized content workflows
→03 / QUESTIONS
Frequently asked
Which use case should a company start with?
A bounded, frequent workflow with accessible evaluation examples, clear users, and a business owner is usually a stronger starting point than a broad general assistant.
Does every use case need model training?
No. Many begin with a RAYA model plus retrieval or structured generation; training is considered when deeper knowledge or behavior changes are required.
How is a use case evaluated?
With representative inputs, expected outputs, failure criteria, risk scenarios, and review by people who understand the actual work.