Moving to AI First Support
How to Run an AI Customer Service Pilot: The 30-Day Plan
An AI customer service pilot judged on one day-30 resolution rate can fail the wrong vendor. Take three readings and decide on where the rate is heading.
Topics
Metrics & Benchmarks
Posts: Metrics & Benchmarks
-
Moving to AI First Support
How AI Changes Your Customer Support Staffing Model at High Volume
The old customer support staffing model counts agents per thousand tickets. At 60-80% AI resolution, forecast four lines instead. Only one of them hires.
-
Moving to AI First Support
Does the AI Resolution Rate Hold at 30,000+ Tickets a Month?
148 of 195 published AI resolution rate benchmarks never say how many tickets they cover. We cut the 47 that do, and high volume shows no sign of a drop.
-
Moving to AI First Support
Customer Support Capacity Planning for a Four-Hour Ticket Spike
Customer support capacity planning forecasts volume and staffs the peak. A four-hour spike breaks that. The gap in absorbed share, 26% to 90%, set each roster.
-
Moving to AI First Support
Support Cost Per Contact: How to Benchmark Yours at 30,000+ Contacts
Most benchmarks quote one cost per contact. Yours is a band, set by two prices and how much of your volume the AI finishes. Bands by vertical, at 30k+ tickets.
-
Moving to AI First Support
How to Build the Business Case for AI Customer Service (and Get It Approved)
Most AI customer service proposals stall on the ROI number. The business case that gets signed is a document, not a number. Five parts, one page you forward.
-
Moving to AI First Support
AI Support Migration Checklist: What to Test Before You Switch
An AI support migration checklist: keep the helpdesk, tickets and macros, rebuild the escalation rules and tone, then run both agents for one to two weeks.
-
Moving to AI First Support
Ticket Deflection Explained: How It Works, and What Rate Is Realistic
Ticket deflection counts the contact that never happened, helped or not. How it works, why the median sits near 70%, and when a high number is a warning sign.
-
Moving to AI First Support
Is your AI support agent actually working? Measuring ROI after launch
Most teams measure ROI of AI customer support in week one. That reading is noise. Five baselines to take before go-live, and the three gates it must clear.
-
Moving to AI First Support
How to Improve First Response Time: The Three Delays to Fix First
Improve first response time by naming your delay: queue, routing or answer. Label a month of your tickets, then test one change for a week and read the p90.
-
Moving to AI First Support
Customer Service Metrics That Actually Matter (and Which to Ignore)
Every guide lists the same 10 customer service metrics. Most are diagnostics. The 3 scoreboard numbers to report weekly, with real benchmarks.
-
Moving to AI First Support
How to reduce customer support costs (without gutting CSAT)
Cutting agents saves this quarter and bills you later in churn. To reduce customer service costs, cut demand and unit cost first: every lever, ranked.
-
Moving to AI First Support
How to calculate AI customer service ROI (formula + worked example)
Most AI customer service ROI math counts deflected tickets and sticker prices. Here's the formula that uses cost per resolved ticket, with a worked example.
-
Moving to AI First Support
AI Customer Service KPIs That Actually Matter (and the 5 to Stop Leading With)
Most AI support dashboards lead with deflection rate, a proxy. Here are the AI customer service KPIs that actually predict ROI, and 5 to stop tracking.
-
Moving to AI First Support
What is deflection rate? The formula, benchmarks, and what it misses
Deflection rate is the % of support contacts handled before they reach a human. Here's the formula, what counts, real benchmarks, and why it isn't resolution.
-
Moving to AI First Support
What is Time to First Response (TTFR)? Definition, Benchmarks, and How to Measure It
Time to first response (TTFR) is how long a customer waits for a first reply. Here's how to measure it, what good looks like, and why AI is breaking it.
-
Moving to AI First Support
What is Containment Rate? Why It's Not the Same as Resolution Rate
Containment rate is the % of tickets an AI closes without a human, even if the customer gave up. Here's the formula, benchmarks, and what to track instead.
-
Moving to AI First Support
What Is a Good AI Resolution Rate? Benchmarks From 195 Real Deployments
Everyone asks "what's a good AI resolution rate?" and gets a hand-waved number. We pulled real data from 195 deployments across 38 vendors. Here's the truth.
-
Moving to AI First Support
What is Autonomous Resolution? Definition, How It Works, and What Counts
Autonomous resolution is a support ticket an AI handles end-to-end, no human, where the issue is actually solved. Here's what counts, and what doesn't.
-
Moving to AI First Support
Containment vs deflection vs resolution: three metrics, decoded
Containment, deflection, and resolution aren't the same metric. Here's the decoder: what each measures, the formulas, and the one number to report on.
Start using AI customer service in your business today
Set up an AI agent on your helpdesk in minutes. Pay only for the tickets it resolves.
