Build the evaluation plan
Specify the users, task, language patterns, expected outputs, failure conditions, risk level, and review method.
11 / MODEL EVALUATIONRAYA.COM.AI
Measure what matters in Indonesia.
RAYA evaluation is organized around Indonesian language behavior, local knowledge, enterprise tasks, safety scenarios, and the operating requirements of a defined application.
POSITION
A global benchmark cannot by itself answer whether a model is useful for an Indonesian bank, telecom operator, public service, commerce platform, or internal knowledge workflow.
INDONESIAN EVALUATION FRAMEMODEL / TASK / RISK / OPS
DATASETREVIEWDECISIONLANGUAGEREPRESENTMEASURETHRESHOLDKNOWLEDGEREPRESENTMEASURETHRESHOLDTASK QUALITYREPRESENTMEASURETHRESHOLDSAFETYREPRESENTMEASURETHRESHOLD
01 / APPROACH
How it works
Create representative examples
Use governed Indonesian and domain examples that reflect real documents, instructions, ambiguity, and edge cases.
Combine methods
Use automated scoring where appropriate, expert human review where necessary, and red-team scenarios for relevant risks.
Connect results to release
Compare model profiles, analyze regressions, document limitations, and define thresholds for pilot or production use.
02 / SCOPE
What it includes
Language quality
Bahasa Indonesia fluency, code-switching, terminology, tone, and instruction understanding
→Task quality
Correctness, completeness, structure, grounding, tool use, and consistency
→Safety and risk
Sensitive content, harmful behavior, privacy, domain risks, and escalation
→Operations
Latency, reliability, token consumption, failure handling, and version regressions
→03 / QUESTIONS
Frequently asked
Will RAYA publish benchmark numbers?
Only when the evaluation design, model version, task definition, and limitations can be presented responsibly. This website does not invent unsupported performance claims.
Are automated benchmarks enough?
No. Automated tests are useful for repeatability, while expert human review is often necessary for language nuance, commercial usefulness, and higher-risk scenarios.
Can evaluation be customer-specific?
Yes. Enterprise work should include examples, criteria, terminology, and risks drawn from the customer’s intended workflow.