AI ticket search for Intercom

What Intercom search misses

Intercom is built around conversations. That's great for keeping context in the thread. It's not great when your agent needs to search across thousands of closed conversations to find the one where someone solved this exact problem three months ago.

Intercom's search matches keywords. If the original conversation described the issue as "widget not rendering" and your agent searches "component fails to load," those are two unrelated results in Intercom. Same issue. Different words.

Fin is excellent at deflecting common customer questions to Articles. But when a conversation lands in your inbox and the agent needs to know if anyone on the team has handled this before, Fin doesn't help. Articles require someone to write them. The fix sitting in a resolved conversation from last quarter is invisible.

How DeskGraph plugs into Intercom

Read-only OAuth connection. We index your conversation history, including screenshots and attachments shared in threads, and build a search layer based on meaning. No admin permissions. No changes to your Intercom workspace. Your team keeps using Intercom exactly as they do now.

When a new conversation comes in, DeskGraph surfaces the most similar past conversations in a sidebar. Your agent sees how it was resolved, who handled it, and how long it took. No context switching. No separate tool to open.

DeskGraph indexes across your Inbox and Tickets workspaces. If you use Intercom for both live chat conversations and async ticket support, similar issues surface regardless of channel. Your Articles content is indexed too, so agents get one search across your conversation history and your help center.

What your agents actually get

• "Widget not rendering" matches "component fails to load" because the meaning is the same
• Screenshots match visually, not by filename or alt text
• No Articles to write or maintain. Your conversation history is already the knowledge base.
• Works alongside Fin. Fin deflects for customers, DeskGraph finds fixes for agents.

Frequently asked questions

Does DeskGraph replace Fin?

No. Fin handles customer-facing deflection. DeskGraph handles agent-facing search. They do different jobs.

Do you index Intercom Articles?

DeskGraph indexes your conversation history. Your Articles are already searchable through Intercom's help center.

Does it work with Intercom's Inbox and Tickets products?

Yes. DeskGraph indexes both conversations and tickets from your Intercom workspace.

Will this slow down my Intercom workspace?

No. DeskGraph runs outside your Intercom instance. Zero performance impact.