Merehead 的來源資料

Merehead is a Blockchain development company.

• How long does it take to build an AI product?

  “Most MVPs can be delivered in 6–12 weeks depending on data readiness and integration scope. Production-grade systems typically require additional time for MLOps, monitoring, and security hardening.”

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• How much does AI development cost?

  “Cost depends on the scope, data complexity, and reliability requirements in production. We estimate pricing by complexity and define milestones to keep budgets predictable.”

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• Do you work with our data and internal systems?

  “Yes, we integrate with your databases, warehouses, CRMs, and internal tools while enforcing governance and access controls. If data is limited, we define a practical path for collection and improvement.”

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• RAG vs fine-tuning — what do we need?

  “RAG is often the fastest way to deliver accurate, up-to-date answers using your internal knowledge base. Fine-tuning is useful when you need consistent style, specialized behavior, or domain-specific patterns at scale.”

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• How do you handle security and compliance?

  “We implement privacy-aware data handling, role-based access control, logging, and audit-ready documentation. Safety controls and guardrails are included where the model interacts with users or sensitive systems.”

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