Compare candidate models
Review capabilities, architecture, context behavior, language coverage, efficiency, ecosystem maturity, and intended tasks.
10 / OPEN MODEL APPROACHRAYA.COM.AI
Choose globally. Adapt locally.
RAYA treats open models as a changing field of strong foundations—not a single permanent dependency. Models are selected against each intended Indonesian and commercial workload.
POSITION
The value is not in attaching a local brand to an open checkpoint. It is in selecting well, governing the license and data, adapting deeply, evaluating locally, and operating the result as a dependable product.
MODEL SELECTION FRAMEBASE → LOCALIZED PROFILE
ASSESSLOCALIZEOPERATECAPABILITYCOMPAREADAPTVERSIONLICENSECOMPAREADAPTVERSIONLANGUAGECOMPAREADAPTVERSIONWORKLOAD FITCOMPAREADAPTVERSION
01 / APPROACH
How it works
Review rights and obligations
Evaluate licensing, acceptable use, attribution, redistribution, deployment, and derivative-model requirements.
Invest above the base
Apply Indonesian continued pre-training, post-training, domain adaptation, tools, and task-specific evaluation.
Keep the portfolio current
Version model profiles, evaluate new open releases, manage migration, and avoid unnecessary lock-in to one base.
02 / SCOPE
What it includes
Selection criteria
Task capability, language behavior, license, architecture, efficiency, and ecosystem
→Localization value
Indonesian data, domain knowledge, aligned behavior, tools, and evaluation
→Portfolio design
Different model profiles may serve different quality, cost, latency, and control needs
→Lifecycle
Versioning, regression evaluation, migration planning, and model retirement
→03 / QUESTIONS
Frequently asked
Is RAYA tied to one open-model family?
The strategy is portfolio-based. Candidate models can be selected according to workload fit, license, capability, efficiency, and the value of further localization.
How are licenses handled?
Each candidate should be reviewed for its specific terms, including use, attribution, redistribution, deployment, and derivative-model obligations.
What does RAYA add beyond the base model?
Indonesian language and knowledge adaptation, business alignment, evaluation, API delivery, enterprise controls, and ongoing model operations.