Note: Fin Operator is included as part of the Pro add-on. You'll need the Pro add-on to access it.
Am I eligible for Fin Operator?
Am I eligible for Fin Operator?
Fin Operator is generally available to customers with a paid Pro add-on. It is included with Pro with a monthly allowance of Operator credits. If you use more than your included allowance, you can purchase additional usage. To access Fin Operator, go to Fin AI Agent > Operator in your workspace.Fin Operator is available to teammates with a full seat and the Operator access permission. Admins can manage this permission from Settings > Workspace > Teammates. If you’re using an existing Pro trial, access may depend on when the trial started and whether your workspace was already using the Operator beta. To continue using Fin Operator after a trial or extended beta access ends, you’ll need a paid Pro plan.
What can I use Fin Operator for?
What can I use Fin Operator for?
Fin Operator covers the full range of tasks involved in running and improving your Fin setup:
Reporting & analysis — Ask any question about your support operation. Get resolution rate breakdowns, CSAT root cause analysis, escalation trends, team performance metrics, and emerging topic detection.
Find content gaps — Identify missing knowledge base content that is causing Fin to fail or escalate conversations. Fin Operator pinpoints the gaps and can draft the missing articles or snippets.
Draft help articles — Create new knowledge base articles or snippets to improve Fin's answers. Fin Operator writes the content and puts it through the proposal system for your review.
Review and update guidance — Audit Fin's guidance rules for conflicts or gaps, and propose new or updated rules that shape how Fin responds.
Build Fin procedures — Create step-by-step workflows for Fin to follow for complex tasks, such as processing refunds or verifying account details.
Conversation debugging — Share a conversation where Fin got something wrong. Fin Operator reads the full transcript, identifies the root cause, and proposes a fix.
Test Fin's responses — Send a test message and see exactly how Fin responds, including its reasoning and the knowledge sources it used.
Review QA monitors — See which quality monitors are failing, understand why, and get recommendations to address the underlying issues.
How much does Fin Operator cost and when would we be charged?
How much does Fin Operator cost and when would we be charged?
Fin Operator is included as part of the paid Pro add-on. It comes with a monthly allowance of Operator credits. If you exceed your included allowance, you can purchase additional usage.
How do I see how many credits a chat has used?
How do I see how many credits a chat has used?
You can view the credit usage for any individual chat. Click the ... menu at the top right of the chat — this shows Credits used in chat along with the total count for that conversation.
When will Fin Operator be generally available?
When will Fin Operator be generally available?
Fin Operator became generally available on August 6, 2026, as part of the Pro add-on.
Can I trust Fin Operator?
Can I trust Fin Operator?
Yes. Fin Operator proposes changes, but you stay in control. You review and approve anything before it goes live. It's designed to help you move faster, not take decisions out of your hands.
Why would I need this in addition to Pro?
Why would I need this in addition to Pro?
The Pro add-on gives you the tools to build and improve Fin. Fin Operator helps you use those tools more effectively by identifying what to fix, what to improve, and what to automate next.
What kind of results should I expect?
What kind of results should I expect?
Teams use Fin Operator to identify issues faster, reduce manual work, and continuously improve automation.
How is Fin Operator different from using a general AI model?
How is Fin Operator different from using a general AI model?
Fin Operator is purpose-built for support operations in ways a general AI model can't replicate on its own.
Skills, not just tools — A general AI model can perform individual actions. Fin Operator chains 50+ tools across 10+ skills to complete whole jobs — like scanning your entire knowledge base for outdated content, drafting the revisions, and applying them in a single conversation.
Action, not just advice — General models analyze and recommend. Fin Operator executes — updating guidance rules, building procedures, modifying articles — through a secure proposal system that keeps you in control at every step.
Built on what works — Fin Operator improves continuously based on best practices across all Fin customers. A custom-built solution is frozen at whatever you configured on day one.
What can't I use Fin Operator for?
What can't I use Fin Operator for?
Fin Operator has the following current limitations:
Conversation analysis cap — Real-time analysis is currently limited to 250 conversations per session. This is a technical limit, not a random sample.
Configuration boundaries — Fin Operator can't modify workflows, metadata, Fin settings, or channel settings. It focuses on content, guidance, procedures, and reporting.
Individual customer data — Fin Operator works with aggregate data and trends, not individual customer records.
Fin for Sales Playbook — The Playbook (including qualification outcomes, routing conditions, data to collect, and specific Fin for Sales Guidance) is currently configured in Fin AI Agent > Sales > Train and must be managed there. However, Fin Operator can still help with your Fin for Sales setup including content, global guidance, and reporting.
Fin workspace only — Fin Operator stays inside your Fin workspace. It can't send Slack messages, emails, or take actions in external systems.
How will Fin Operator develop?
How will Fin Operator develop?
Fin Operator is actively being developed. Here's what's coming next:
Testing — Run test conversations to preview how Fin would respond to specific questions using your proposed changes to content, guidance, and procedures. Make a change, test it, iterate, approve.
Data connectors — Walk through the setup of data connectors to be used by Fin directly or via procedures.
Scheduled threads — Set up recurring or one-off tasks that run automatically (e.g., "Send me a weekly Fin performance summary every Monday at 9am").
Custom MCP servers — Connect Fin Operator to external tools and services, enabling it to take actions across your toolstack.
Is Fin Operator available in EU or AU data regions?
Is Fin Operator available in EU or AU data regions?
Fin Operator is available for US, EU, and AU hosted workspaces.
Are Fin Operator conversations specific to me, or shared with my whole workspace?
Are Fin Operator conversations specific to me, or shared with my whole workspace?
Fin Operator conversations are specific to each teammate. Your conversation history is private to you and isn't shared with other teammates in your workspace. That said, you can share the URL of any thread directly with a teammate — they'll be able to open and view that conversation.
Can I export or download a Fin Operator conversation?
Can I export or download a Fin Operator conversation?
Exporting Fin Operator conversations isn't currently supported. If this is something you need, we'd love to hear about your use case — contact our support team to share feedback.
What's the difference between Fin and Fin Operator?
What's the difference between Fin and Fin Operator?
Fin is an agent for your customers. Fin Operator is an agent for your team.
Why can't I type in the chat while Fin Operator is working?
Why can't I type in the chat while Fin Operator is working?
The chat composer locks while Fin Operator is thinking or working through a task. This is expected — Fin Operator needs to complete its current task before taking a new instruction. Once it finishes, the composer unlocks automatically.
What does 'Thought for X seconds' or 'Worked for X seconds' mean?
What does 'Thought for X seconds' or 'Worked for X seconds' mean?
These indicators show what Fin Operator was doing between responses. 'Thought for X seconds' means it was reasoning and planning without using any tools. 'Worked for X seconds' means it actively took actions — querying data, reading content, or making proposals. Expand either using the chevron to read the full reasoning.
Can I edit a proposal before approving it?
Can I edit a proposal before approving it?
Yes. When Fin Operator proposes a change, a review panel slides out showing a color-coded diff — green for content being added, red for content being removed. The green additions are editable directly in the panel before you approve. Nothing goes live until you explicitly confirm.
Will Fin Operator ever make changes without my approval?
Will Fin Operator ever make changes without my approval?
Fin Operator never publishes, modifies, or deletes content directly. Every change goes through a proposal — Fin Operator proposes, you review, and only your explicit approval makes it live.
Can Fin Operator update a term across all my content at once?
Can Fin Operator update a term across all my content at once?
Fin Operator can find and update a term across your entire knowledge base — articles, snippets, and internal articles — in one go. For example: 'We're renaming our Starter plan to Basic — update every mention across all our content.'
When I accept a proposal to create a new article, does it go live automatically?
When I accept a proposal to create a new article, does it go live automatically?
New articles created through Fin Operator are saved as drafts and disabled for Fin AI by default. Accepting the proposal doesn't publish the article — you'll need to open the draft in the knowledge hub, review it, and publish it manually when it's ready. Until published and enabled for Fin, the article won't be used in Fin's answers.
Why does the article update preview appear blank in Fin Operator?
Why does the article update preview appear blank in Fin Operator?
This is a known issue. When reviewing a pending article update in Fin Operator, the preview pane may appear blank — showing only the article title with no body content visible.
This is not caused by your browser settings, extensions, or Content Security Policy. You do not need to make any changes to your site or setup.
Our engineering team is actively tracking a fix. If you're experiencing this, please contact Fin Support.
Can I use Fin Operator to surface product feedback from customer conversations?
Can I use Fin Operator to surface product feedback from customer conversations?
Yes — you can use Fin Operator to surface product feedback from customer conversations. It can analyze large volumes of conversations to identify recurring themes, pain points, and feature requests that customers are raising with your support team. You can ask it things like:
This makes it useful for closing the loop between your customer-facing team and product or engineering — giving you structured, evidence-based summaries rather than anecdotal feedback.
Can Fin Operator help me understand why my workflows are failing?
Can Fin Operator help me understand why my workflows are failing?
Fin Operator can help you understand why your workflows are failing, but there are important boundaries to understand:
What it can do — Fin Operator can analyze conversations where workflows triggered (or failed to trigger), identify patterns in escalations or misfires, and help you understand what's happening at scale across your automation.
What it can't do — Fin Operator can't edit workflows directly, step through individual workflow execution logs, or tell you the exact line a specific workflow broke on. For step-by-step workflow debugging, use the Troubleshoot Workflows tool in the workflow builder.
A good starting point: ask Fin Operator to identify conversations where a specific workflow should have resolved the issue but didn't — it can surface patterns that point you toward the root cause.
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