A practical look at document intelligence for the marketing sector. Architecture notes: OCR + LLM extraction into validated ERP / CRM draft records. Benchmarks and operators often referenced: Salesforce, Google.
A practical look at document intelligence for the marketing sector. Architecture notes: OCR + LLM extraction into validated ERP / CRM draft records. Benchmarks and operators often referenced: Salesforce, Google.
Industry context. AI for content, personalization, attribution, and campaign systems.
Reference architecture. OCR + LLM extraction into validated ERP / CRM draft records. Typical layers: ingestion connectors, feature/model services, policy & evaluation gates, human approval, and deploy surfaces (dashboard, WhatsApp, ERP, CRM).
Who is doing this. Operators and platforms such as Salesforce and Google illustrate patterns buyers evaluate when modernizing marketing workflows with AI.
Andy Koh angle. Same Data + AI + Deploy model used across F&B, sales agents, and multi-tenant platforms — GCP Singapore, PDPA controls, and agentic workflows with auditability.