{"schemaVersion":"ready-scan.resource-sources.v1","locale":"zh-Hant","path":"/zh/sources/source-157e2e02e67af03e","canonicalUrl":"https://knowledge.readyscan.ai/zh/sources/source-157e2e02e67af03e","machineUrl":"https://knowledge.readyscan.ai/zh/discovery/sources/source-157e2e02e67af03e.json","page":1,"pageSize":48,"totalCount":1,"totalPages":1,"previous":null,"next":null,"kind":"source","source":{"id":"source-157e2e02e67af03e","url":"https://pharosproduction.com/services/ai-agent-development/","title":"Pharos Production: /services/ai-agent-development/","publisher":"pharosproduction.com","publicationCount":1,"modifiedOn":"2026-10-25","path":"/zh/sources/source-157e2e02e67af03e","canonicalUrl":"https://knowledge.readyscan.ai/zh/sources/source-157e2e02e67af03e","machineUrl":"https://knowledge.readyscan.ai/zh/discovery/sources/source-157e2e02e67af03e.json"},"items":[{"key":"subject:Q138839526","citations":[{"id":"source-157e2e02e67af03e","url":"https://pharosproduction.com/services/ai-agent-development/","title":"Pharos Production: /services/ai-agent-development/","publisher":"pharosproduction.com","accessedOn":"2026-10-25"}],"editions":[{"language":"en","title":"Pharos Production","description":"Pharos Production: “Custom software development company specializing in Web3, blockchain, FinTech and AI development”.","path":"/entities/pharos-production-q138839526","canonicalUrl":"https://directory.readyscan.ai/entities/pharos-production-q138839526","machineUrl":"https://directory.readyscan.ai/discovery/entities/pharos-production-q138839526.json","modifiedOn":"2026-10-25"}],"subject":{"slug":"pharos-production-q138839526","name":"Pharos Production","questions":[{"question":"When should we build an AI agent vs a direct LLM call?","path":"/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-6b5614a7c24a9d4dae40"},{"question":"How long does it take to ship an AI agent?","path":"/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-276c68186ec0f688316c"},{"question":"How much does AI agent development cost?","path":"/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-595de76b6eb4249d2eec"}],"facts":[{"id":"content-native-digital-agencies-9f422290d978491a-a-6b5614a7c24a9d4dae40","label":"When should we build an AI agent vs a direct LLM call?","value":"“Build an agent when the task requires multi-step reasoning, tool use (databases, APIs, code execution), conversation state across turns or routing between specialized capabilities. Use a direct LLM call (OpenAI/Anthropic SDK) for single-shot tasks: classification, summarization, structured extraction, single-question Q&A. Most \"AI features\" are actually direct calls. Agents are for workflows, not features.”","path":"/entities/pharos-production-q138839526#company-fact-content-native-digital-agencies-9f422290d978491a-a-6b5614a7c24a9d4dae40","questionPaths":["/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-6b5614a7c24a9d4dae40"]},{"id":"content-native-digital-agencies-9f422290d978491a-a-276c68186ec0f688316c","label":"How long does it take to ship an AI agent?","value":"“Allow 2-3 weeks for discovery and evaluation planning, then an estimated 6-10 weeks for a single-purpose MVP. A production multi-agent system with monitoring is estimated at 4-6 months. These are scope-dependent planning ranges, not additive fixed phases or delivery guarantees. Data access, tool integration and acceptance criteria affect the schedule.”","path":"/entities/pharos-production-q138839526#company-fact-content-native-digital-agencies-9f422290d978491a-a-276c68186ec0f688316c","questionPaths":["/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-276c68186ec0f688316c"]},{"id":"content-native-digital-agencies-9f422290d978491a-a-595de76b6eb4249d2eec","label":"How much does AI agent development cost?","value":"“Pilot agent $60,000-$120,000. Production multi-agent system $240,000-$680,000. Enterprise platform $510,000-$1,600,000. Cost drivers: number of tools the agent integrates with, evaluation set complexity, observability and audit logging, regulatory requirements, post-launch monitoring tier. The biggest hidden cost is NOT the LLM bill - it is the evaluation set, guardrails and observability you need to safely run agents in production.”","path":"/entities/pharos-production-q138839526#company-fact-content-native-digital-agencies-9f422290d978491a-a-595de76b6eb4249d2eec","questionPaths":["/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-595de76b6eb4249d2eec"]}]},"selected":{"language":"en","title":"Pharos Production","description":"Pharos Production: “Custom software development company specializing in Web3, blockchain, FinTech and AI development”.","path":"/entities/pharos-production-q138839526","canonicalUrl":"https://directory.readyscan.ai/entities/pharos-production-q138839526","machineUrl":"https://directory.readyscan.ai/discovery/entities/pharos-production-q138839526.json","modifiedOn":"2026-10-25"}}],"versionId":"fnv1a64:2b6fc208e478b11d"}