Carrying Context Across Channels, and Between AI and People)

sk customers what annoys them most about customer service and the answer is consistent: having to explain the problem again. In Zendesk’s 2026 CX Trends research, 74% of consumers said they are frustrated when they have to repeat information, 81% want agents to continue a conversation without backtracking, and 67% expect support to be tailored to their prior interactions (6,182 consumers in 22 countries, June 2025) ¹. Context is not a technical nicety. It is the thing customers notice.

Where Context Gets Dropped

There are two places in a modern operation where the thread breaks.

Between channels. A customer describes a problem in chat, is told it needs a phone call, and repeats everything to a person who cannot see the chat. The cause is usually structural: each channel runs in its own tool, with its own history, and nothing links them except the customer’s memory.

Between AI and people. As businesses put digital agents in front of their phone lines, the handoff from the AI to a human has become the newest place where context disappears. The handoff path is exercised far more than most buyers assume: in one AI receptionist vendor’s analysis of 1,446,980 calls, 73.8% of the actions the AI took were transfers to a person ². When the person who picks up starts with “How can I help you?”, the business has automated the first half of the conversation and made the second half worse.

Both failures look the same to the customer, and both have the same remedy: whatever the customer has already said travels with them.

What a Shared Customer Record Has to Contain

For context to survive a channel switch, the record every channel reads from should hold at minimum:

• Identity and contact details, matched across channels so a phone number and an email address resolve to the same person.
• Open and recent interactions across all channels, with timestamps and the channel they arrived in.
• The stated problem and what has been tried, in the customer’s words where possible, not just a disposition code.
• Commitments made: promised callbacks, refunds in progress, appointments booked.
• Preferences: language, preferred channel, accessibility needs.

If a provider’s “omnichannel” platform cannot show an agent on the phone the chat transcript from an hour ago, it is multichannel, not omnichannel.

What Should Travel With an AI-to-Human Handoff

The same principle applies when the first responder is a digital agent. A handoff that preserves context passes the person at least: who is calling and how they were identified, why they called in their own words, what the AI already did (looked up an order, offered appointment times, confirmed an address), why the handoff was triggered (caller asked for a person, the request was outside the AI’s scope, a policy rule such as a payment or a clinical question), and the language the conversation is in. Some vendors now describe passing exactly this kind of package in a warm transfer ³; buyers should ask any provider to describe theirs in the same specificity rather than accepting “human in the loop” as a slogan. The Handoff Standard pillar in this section sets out five requirements in detail.

Questions to Ask a Provider

1. When a customer moves from chat to phone, what exactly does the agent see, and how quickly?
2. When your AI hands a call to a person, is the transfer warm (the AI introduces the caller) or cold (the caller lands in a queue)?
3. What is passed in the handoff: transcript, summary, intent, caller data, language?
4. How do you confirm to the caller that they will not need to repeat themselves?
5. What share of handoffs are QA-scored for whether the agent asked the caller to repeat information already given?

How Redial Fits

Redial’s omnichannel teams work from a shared customer record inside the client’s platform or ours, so a voice agent can see the email and chat history before saying hello. For the first ring, the AI front desk we are previewing, IzzyOps (working name), is built so that when a digital agent cannot resolve a call it hands off to a person along with the conversation history, so the caller does not repeat themselves. That person can be the client’s own team, or a bilingual Redial agent, which is the model Redial demonstrated at CCW Las Vegas in 2026 ⁴. Capability statements about IzzyOps describe how the platform is designed to work; Redial will publish measured handoff results once pilot programs have produced them.