Customers repeat themselves to AI because companies can't connect their data

Three in four people who have used a company's AI assistant say they had to repeat themselves. That is 74% of consumers, according to figures in a Twilio blog post. The company argues the cause is not weak AI. It is customer information that sits in separate systems and never gets joined up.

The gap between brands and customers

The numbers point in opposite directions. 84% of brands say their AI agents recognize returning customers and use their history well. Yet 74% of consumers say they have repeated themselves to an AI assistant. When a chat is passed to a human, 76% say the agent had little or no context about their issue. So they explain it all over again.

Data is not the same as context

The post says businesses spent a decade collecting data and now have too much of it, scattered across channels. It cites a finding that 99% of companies face major obstacles to understanding their customers. The top one, at 48%, is connecting data across voice, email and messaging.

A purchase history shows what someone bought. A support transcript shows what went wrong. Alone, neither says what the customer needs right now. Twilio calls the joined-up version customer context.

The four layers, in plain terms

• Data: bring signals from every channel into one place.
• Meaning: link behavior, history, preferences and intent.
• Action: use that picture across marketing, sales and support.
• AI: apply it at scale, only after the first three work.

The order matters, the post says. AI placed on top of disconnected data does not create understanding. It lets a business act on incomplete information faster.

Twilio's own results

Twilio says it used its Segment product to build a unified data foundation for an AI sales assistant called ISA. The company reports that ISA supports 100% of new sign-ups and 95% of inbound sales inquiries. It says replies are 25 times faster when customers ask for sales. Across about 4,800 monthly conversations, satisfaction averages 4.7 out of 5.

Twilio also says customers who talk to ISA upgrade at three times the rate of those who do not. It credits the assistant with 11,600 extra sign-ups and nearly $4 million in closed-won business from reengaging abandoned sign-ups.

What to keep in mind

Twilio sells customer data and messaging tools, so these are the company's own claims. The post does not say who ran the consumer and brand surveys or how many people took part. Still, the main point is practical for any business. Before buying more advanced AI, check whether your customer records connect across phone, email and chat. If they do not, an AI tool will repeat the same mistakes, only quicker.