Articles, industry benchmarks, technology deep dives and customer stories on AI-powered business automation.
Proactive customer service only cuts tickets when the customer can act on the message. A three-test decision table for failed payments, late orders, expiring cards and incidents, why check-ins and churn-score outreach backfire, the volume maths on a 10,000-contact month, and failed payment recovery done right.
Prompt injection in a customer-support AI agent arrives inside the ticket. Six attack strings, five controls mapped to OWASP LLM01 and NIST AI RMF, a permission table for read, write and irreversible actions, and a test that proves each control works.
Erlang C written out, two worked examples with every input stated, sourced shrinkage benchmarks, and the re-run most guides skip: in our model, 40% AI containment removed 13–38% of scheduled agents, not 40%.
Sierra and Meta's Personal Agent Protocol standardises how a customer's AI agent signs in to a business, not what it may do once inside. A dated changelog, the reconciled partner lists, PAP vs MCP, A2A and AP2, and a readiness checklist by action class for the helpdesk you already run.
AI agents for ecommerce are sold as storefront features, but support volume is post-purchase. Ten tasks tagged autonomous, gated or human-only, a volume-times-reversibility decision table, and the Shopify, Gorgias, Zendesk, Freshdesk and 3PL integration path.
Intercom is now Fin and owned by Salesforce; Zendesk bought Forethought. Seat prices, AI billing units and what counts as a billable resolution side by side, a worked bill at 1,000, 10,000 and 50,000 contacts, and when neither is the answer.
AI guardrails decide what an AI agent may read, say and do, and what happens instead when it may not. The five layers — input, grounding, action authorization, escalation and audit — an eight-scenario table of what the customer sees when each fires, and a ten-step configuration checklist.
Containment rate counts conversations that never reached a human, so it merges resolved, abandoned and silently failed chats into one number. Both formulas on a 1,000-conversation example, industry benchmarks with a stated denominator, and two checks to audit any vendor's claim.
AI resolution rate is a numerator and a denominator, and vendors choose both. The formula, four competing definitions of resolved, dated benchmarks with their denominators, and a five-line standard for auditing any vendor's number.
