Articles, industry benchmarks, technology deep dives and customer stories on AI-powered business automation.
Customer service automation, ticket class by ticket class: which tickets resolve end to end, which need a write action or a human approval, which should stay human, and the resolution rate to expect in your vertical.
Agentforce costs $0.10 per action on Flex Credits, $2 per conversation or $2 per Help Agent resolution. Converted to cost per resolved case at a 65% resolution rate, the action meter beats a $0.60 per-resolution price only below about four actions per conversation. Includes a side-by-side with Fin, Zendesk AI, Sierra and Decagon, and a checklist for Fin customers before renewal.
Aissist, Fin, Zendesk AI Agents, Salesforce Agentforce and Sierra compared on price per resolution, where they run, channels, security and published resolution — with pros and cons for each and a worked cost example.
Twelve customer service KPIs for 2026, grouped into outcome, experience, speed and cost, and AI quality, each with its definition, formula and a 2026 benchmark. Resolution rate and error rate now carry the most weight; first response time and handle time drop to supporting roles.
Seven LLM gateways and model routers graded on what breaks in production: failover behaviour, mid-conversation state, per-request cost attribution and added latency. Every gateway fails over a request; none fails over a conversation, because provider-held state and prompt caches don't cross providers.
Ten AI SDR and AI sales agent tools, split into outbound SDR agents and inbound sales agents and ranked separately. Compared on data source, CRM write-back, pricing metric and whether each published performance claim has a denominator. Seven of the ten don't, and independent data puts cold email replies at 0.45% of 7.5 million emails sent in 2025.
Eleven AI agent orchestration frameworks scored out of 30 on the questions their docs bury: durable execution, replay on failure without re-billing completed model calls, human-in-the-loop interrupts that survive a restart, per-step cost accounting, and licence. Only three give you per-step token accounting from the open-source package with no vendor platform in the path. Includes a worked monthly cost model and the corrected AutoGen maintenance-mode timeline.
Eight client onboarding and implementation platforms compared on price, integrations, and the thing their marketing skips: whether onboarding status is readable by anyone outside the onboarding team. Five of the eight write status onto a CRM record, only three of those also name a helpdesk integration, and the read path is routinely sold one tier above the price you were quoted. Includes a 12-seat cost model at published rates.
Ten shipping protection apps graded on what their marketing skips: who funds the claim, who underwrites it, and who answers the ticket after it pays. Six of the ten name no insurance carrier at all, state regulators have questioned the self-funded model, and only two publish an API that tells a support agent where the replacement is. Includes the break-even claim rate for self-funding.
