{"schemaVersion":"ready-scan.resource-sources.v1","locale":"en","path":"/sources/source-eb706f04dd0abd3c","canonicalUrl":"https://knowledge.readyscan.ai/sources/source-eb706f04dd0abd3c","machineUrl":"https://knowledge.readyscan.ai/discovery/sources/source-eb706f04dd0abd3c.json","page":1,"pageSize":48,"totalCount":1,"totalPages":1,"previous":null,"next":null,"kind":"source","source":{"id":"source-eb706f04dd0abd3c","url":"https://pharosproduction.com/services/ai-automation/","title":"Pharos Production: /services/ai-automation/","publisher":"pharosproduction.com","publicationCount":1,"modifiedOn":"2026-10-25","path":"/sources/source-eb706f04dd0abd3c","canonicalUrl":"https://knowledge.readyscan.ai/sources/source-eb706f04dd0abd3c","machineUrl":"https://knowledge.readyscan.ai/discovery/sources/source-eb706f04dd0abd3c.json"},"items":[{"key":"subject:Q138839526","citations":[{"id":"source-eb706f04dd0abd3c","url":"https://pharosproduction.com/services/ai-automation/","title":"Pharos Production: /services/ai-automation/","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":"Is this RPA?","path":"/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-9cbc11e85593528d3d3c"},{"question":"When does automation make sense?","path":"/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-47aaec91d9e8ff45427f"},{"question":"How do you handle errors?","path":"/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-8bace746c6a566649fb8"}],"facts":[{"id":"content-native-digital-agencies-9f422290d978491a-a-9cbc11e85593528d3d3c","label":"Is this RPA?","value":"“No. RPA (robotic process automation) typically means screen-scraping UIs to automate clicks. We do not build that - when a real API exists, API integration is always better than RPA. We build automations that combine API integration, ML for fuzzy decisions, rules for deterministic cases and a human review queue for edge cases.”","path":"/entities/pharos-production-q138839526#company-fact-content-native-digital-agencies-9f422290d978491a-a-9cbc11e85593528d3d3c","questionPaths":["/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-9cbc11e85593528d3d3c"]},{"id":"content-native-digital-agencies-9f422290d978491a-a-47aaec91d9e8ff45427f","label":"When does automation make sense?","value":"“When you have a high-volume repetitive decision with a measurable baseline of cost and cycle time, where humans are spending time on cases the machine can handle and where the business can define acceptable accuracy trade-offs. When one of those is missing, we recommend process redesign or workflow consolidation instead.”","path":"/entities/pharos-production-q138839526#company-fact-content-native-digital-agencies-9f422290d978491a-a-47aaec91d9e8ff45427f","questionPaths":["/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-47aaec91d9e8ff45427f"]},{"id":"content-native-digital-agencies-9f422290d978491a-a-8bace746c6a566649fb8","label":"How do you handle errors?","value":"“Every automation ships with a human review queue for low-confidence cases. Confidence thresholds are set during discovery based on the business cost of false positives vs false negatives. High-volume low-stakes decisions (ticket categorization) can ship at 85% confidence auto-approval; high-stakes decisions (compliance flags, medical dosing) require 95%+ confidence or always-human-review.”","path":"/entities/pharos-production-q138839526#company-fact-content-native-digital-agencies-9f422290d978491a-a-8bace746c6a566649fb8","questionPaths":["/entities/pharos-production-q138839526#company-answer-content-native-digital-agencies-9f422290d978491a-a-8bace746c6a566649fb8"]}]},"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:e6c5ea65948a426a"}