INDUSTRY WHITEPAPER
From AI spend to AI value
A framework for support and CX leaders. Move beyond deflection rates to understand the value of AI Answers, AI Actions, and the business outcomes they produce together.
Measure work completed, not just tickets avoided
The paper reframes AI ROI around execution and outcomes: what AI actually resolves, the capacity it creates, and the economics of delivering support at scale.
Go beyond deflection. Distinguish avoided tickets from resolved customer problems and completed work.
Measure Answers + Actions. Connect faster access to context with reliable workflow execution and autonomous resolution.
Build a continuous value loop. Use operational metrics to identify knowledge gaps and improve AI performance over time.
The AI value stack at a glance
Value stage | What it enables | Leading metrics in the paper |
|---|---|---|
Unify | Connect relevant data into an AI-ready context layer. | Relevant data sources connected; response accuracy on test queries. |
Answer | Surface cited answers, summaries, and context for agents. | Time to first response; context retrieval time; escalation rate; new-agent ramp time. |
Act | Execute defined workflows and resolve repeatable ticket categories. | Autonomous resolution rate; cost per ticket; tickets per agent; headcount leverage. |
Measure | Use operating data to improve knowledge coverage and resolution quality. | Autonomous resolution accuracy trend; knowledge-base coverage. |
WHAT’S INSIDE
A practical guide to the decisions that matter
AI Answers
The value of knowing faster.
Explore context retrieval, response accuracy, decision support, and the productivity gains of better answers.
AI Actions
The value of doing, not just knowing.
Understand workflow execution, autonomous ticket resolution, record updates, and the capacity created by completed work.
Compounding ROI
Measure the two layers together.
Use the combined model and four-stage value stack to connect AI investment with operational outcomes.
Turn AI investment into measurable outcomes.
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