Context assembly leak
Assumes 10 minutes of context gathering for each repeat question before the agent can answer.
Estimate the annual budget leaking through repeated questions, context gathering, agent churn, and low self-service resolution. Then use your ticket history to find the customer wording and FAQ drafts worth fixing first.
Model three leaks most teams feel but rarely measure: context assembly, repetition-driven attrition, and the self-service opportunity hiding in repeat questions.
Start with a B2B SaaS support baseline. Tune the assumptions to match your queue.
Directional budget exposed by the assumptions below. This is not a forecast of what the Deflection Report will save.
Assumes 10 minutes of context gathering for each repeat question before the agent can answer.
Assumes 70% of attrition is tied to repetitive frontline support load and a $46,000 replacement cost.
Shows the annual ticket cost affected if findable help-center pages move repeat questions from 14% to 40% self-service resolution.
Upload 3 months of tickets. The free snapshot shows whether repeat questions are actually there, which customer wording is missing, and one review-ready FAQ draft built from resolved replies.
Upload tickets, get a free Deflection Snapshot