Automation Engine

Turn escalations into a repeatable automation engine.

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The fastest path to higher automation is learning from what still hits human teams.

We identify gaps where Fin escalates, stack-rank opportunities by impact versus effort, and build the cross-functional plan to remove friction. The result is a steady system of improvement that moves you from heroics to repeatable growth.

Escalation Mining

Diagram of a conversation flow with user questions on the left: refund, plan upgrade, login, eligible deals, address update, leading to actions on the right: convert refunds to credits, upsell Pro plan, trigger address updates with corresponding numbers 2237, 1145, 592.

Impact versuseffort

Not every escalation deserves a fix. The fastest way to lift automation rate is to plot every opportunity against the effort to build it and the impact it'd land, then work the top-left quadrant relentlessly. Prioritise the wins that are big and cheap. Incubate the big and expensive. Ignore everything else until the easy ground is covered.

Impact vs Effort matrix with four quadrants labeled Prioritise, Incubate, Ignore, and Avoid, showing Task 1 in high impact low effort quadrant.

Cross functional dependencies

Automation is a team sport, not a Support project. Scaling Fin past the easy wins means pulling in four functions that don't usually sit in a CX backlog. Get them moving in the same cadence and the automation rate climbs without quality slipping.

Security

Inside the lines

Every connector, every action, every piece of data Fin touches has to clear the same bar as anything else in your stack. Get Security in the room early and automation moves faster, not slower.

Engineering

Systems behind the inbox

Resolution beats deflection only when Fin can actually act. Engineering owns the connectors, the data shapes, and the failure paths that turn a polite reply into a finished job.

Product

Fix it at the source

Most automation wins start in the product, not the inbox. The fastest way to lift automation rate is to stop the ticket being raised in the first place.

Support

Closest to the truth

Support owns the signal about what Fin still can't resolve. Every escalation is fuel for the engine. Mine them, fix the knowledge, run the QA rhythm.

Optimisation rhythm

Automation rate doesn't climb on its own. It climbs because someone runs the loop every week: analyse what escalated, train Fin on the gaps, test the change in a sandbox, then deploy. Four steps, repeated, forever. This is the engine that turns one-off wins into a curve that keeps bending the right way.

Ready to evolve?

Whether you're scoping your first AI initiative or scaling one that's already live, a 30-minute call is the fastest way to find out if Sabel's the right partner. No deck, no pitch. Just your situation and our view of what good looks like.