AI Chatbot With Human Handoff

Zendesk Chatbot Integration

Zendesk's messaging includes bot flows and its own AI agents, which handle a lot. Custom integration is for the conversations whose answers live in your own systems, and for the handoff being genuinely seamless.

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Where Zendesk's own bot runs out

Zendesk's bot builder handles structured flows well — a decision tree with buttons, article recommendations, and a path to an agent. For a lot of support that is sufficient, and it is configured rather than built. We would exhaust it first.

It runs out when the answer is not in an article and is not a fixed flow. "Where is my order" needs your order system. "Why is my account limited" needs your billing state. "Did my file import work" needs your processing logs. A flow can ask the question; it cannot answer it.

The second limit is conversational flexibility. A flow handles the path it was designed for, and customers phrase things unexpectedly and change subject mid-conversation. A model-based bot handles that; a decision tree sends them back to the start, which is where most chatbot frustration originates.

The practical answer is often both: Zendesk's flows for the structured paths that work well, a custom bot for the open questions, with a clear boundary between them.

What we build

Sunshine Conversations integration

The bot participates in Zendesk messaging as a proper participant, so the conversation history is one thread rather than split across systems.

Lookups into your systems

Orders, accounts, entitlements, job status — read-only, scoped, and identified against the customer rather than taken on trust.

Transfer to an agent

Into the right group with the transcript, a summary and the reason for escalation. On customer request, immediately and without a qualifying question first.

Ticket creation with fields set

Where a conversation becomes a ticket, with your custom fields, tags and priority already populated so your triggers and SLAs apply correctly.

Help Center grounding

Answers drawn from your published articles with citations, kept in sync so the bot and the help centre cannot drift apart.

Honest out-of-hours behaviour

Says nobody is available and when they will be, takes details, creates the ticket. It does not imply an agent is coming.

Integration details

  • Webhooks on message events, with signature verification and idempotent handling — a duplicated bot reply in a live customer conversation is immediately visible.
  • Agent Workspace compatibility checked, since how a bot participates differs depending on your Zendesk configuration.
  • Rate limits respected per plan, particularly during any backfill over historical tickets used to learn your categories and tone.
  • An agreed boundary with any existing Zendesk bot flows, so two systems are not competing for the same conversation.
  • Clear disclosure that the customer is talking to an automated assistant.
  • Fully reversible: switched off, your Zendesk messaging works exactly as it did, with history intact.

Common questions

Tell us what you need

Describe the problem and we will come back with scope, timeline, and a rate. No obligation to proceed.

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