Here our brightest engineers and experts share their thoughts on the most important subjects in AI, NLP, ML and more.

Proactive customer service means the company moves first: it prevents, notifies or guides before the customer asks. The three types, the data, where it backfires, and how AI makes it affordable for every customer.

Volume is the wrong filter. Rank each ticket type by what it costs to serve each month, how long it takes to teach, how confidently an AI can close it, and what a wrong answer costs. A 6-factor scorecard, a worked example, guardrails and how to start.

A good handoff moves the customer to a person at the right moment, in the same conversation, with everything the AI already learned. Triggers by topic, the handoff payload, attempt caps, legal basics, and how to measure handoff quality.

Agentforce charges $2 per conversation — at 10,000 monthly tickets, that's $20,000 before Salesforce licensing. Here's the full cost breakdown with real volume math.

AI scales and cuts costs on repeat e‑commerce tickets; keep humans for disputes, escalations, and high‑judgment cases.

Reduce Shopify WISMO tickets by syncing order and tracking data, offering a branded order lookup, and automating routine help-desk replies.

Automate Shopify return flows: auto-approve standard refunds, route exceptions to agents, and track refund speed and errors.

Compare 10 AI support platforms by billing model, resolution rates, integrations, and true cost per resolved ticket.

AHT reveals speed and workload but can hide poor resolutions—AI cuts routine work yet can leave humans handling harder, longer cases.