Blog

Insights and guides on AI agents and conversation automation.

Customer service for retail stores: the growth is in the channel you answer by typing

In the first quarter of 2026, US retail e-commerce grew 9.8% against the same quarter a year earlier. Total retail grew 3.9%. Online is now 16.9% of everything sold at retail, and it is pulling away at more than twice the speed. The customer did not go anywhere: the growth moved to the channel you handle by typing.

Who handled that customer? The case nobody owns is the one you lose

When three people share the same channel, a problem shows up that has nothing to do with speed or tone: nobody knows who owns each case. The result is not a weak reply, it is no reply. How assignment and a thread you can read end to end fix it.

Customer service KPIs: the five numbers to measure before you automate

A global survey of 321 support leaders found that 91% are under pressure to implement AI in 2026. The problem with rushing is that afterwards nobody can say whether anything improved. These are the five numbers worth having before you touch anything, and how to get them with no tooling at all.

How many support requests can AI actually resolve? What self-service promises and what one real account delivered

A global survey of 5,728 customers found that only 14% of support issues are fully resolved in self-service. In one account we run, with 312 conversations a month, AI resolves around 50% and hands off 40% to a person. The difference is not the software: it is what you asked it to resolve.

Retail automation: what to automate in customer service and what to leave alone

Retail automation is not one thing: it is four separate fronts with four different tools. This piece separates them, digs into the only one that handles conversations, and marks where automation should stop and a person should appear.

Customer service for online stores: who answers the question that comes before the purchase

US retail e-commerce reached $326.7 billion in the first quarter of 2026 alone, 16.9% of everything sold at retail, growing at 9.8% against 3.9% for retail overall. Behind almost every one of those orders there was an earlier question: size, shipping, stock, warranty. That enquiry decides the sale, and it is the one that usually goes unanswered.

Meta rejected your WhatsApp template: it is almost always the category

When Meta rejects a WhatsApp template, the reason it returns is almost always the same: the category you chose does not match what the message says. What marketing, utility and authentication mean according to Meta's own examples, why mixing the first two sends you straight to a rejection, and the 60 days you have to appeal.

How long it takes to get your WhatsApp handled by AI: instantly if it exists, two weeks if it is custom

The question that comes up most before signing is how long it takes. The answer has two branches: if what you need already exists, testing starts right away; if it takes custom development, the typical turnaround is around two weeks. What almost nobody tells you is that the slowest clock is not ours, it is Meta's.

Complaints on WhatsApp: half resolve themselves, 40% need a person

At a building management firm handling its complaints with Alumbra, around 50% resolve without human involvement and around 40% escalate to a person. That split is not a flaw in the automation: it is the shape of the problem. Which complaints fall on each side, and how to draw the line without leaving it to chance.

The WhatsApp 24-hour window: answer late and you pay to talk to your own customer

The 24-hour window decides whether replying to a customer is free or costs you money. The customer runs the clock, not you: it starts when they write and resets every time they write again. How it works according to Meta's documentation, what you can send on each side of the line, and what changes on October 1, 2026.

WhatsApp Business API pricing: how it is billed today and why the numbers you are seeing are stale

You look up what the WhatsApp Business API costs and you find per-conversation pricing tables. That model has been deprecated since July 2025. Today Meta bills per message, there is no monthly free allowance, and on October 1, 2026 two things that are free today start being charged.

WhatsApp multi-agent: why linked devices are not enough once you are more than two

Four people staring at the same WhatsApp is not a team handling conversations: it is four people talking over each other. The WhatsApp Business app lets you link up to four devices besides the main one, but linking hands out access, not work. The three symptoms that you have outgrown it, and what changes with an inbox that has assignment.