A Good CSAT Score Doesn't Mean the Problem Was Resolved
Customers rate the close, not the fix. A 2×2 for finding high-CSAT conversations where the same problem came back, using data you already have in Intercom.
thoughts and learnings
Metrics & Measurement
Customer Support Resolution Time: Why a Fast Close Isn't a Fast Fix
Resolution time usually measures when a conversation closed, not when the problem was solved. How to calculate it and stop early closes from winning.
The Fin Resolutions That Came Back
Fin counts silence as success for assumed resolutions. How to find customers who returned after a Fin resolution, and what the reopen rules say.
How to Find and Fix Recurring Customer Issues in Intercom
Repeat customers aren't always repeat problems. An intent-tag scheme, a repeat-issue log and a routing table that sends each pattern to its fixer.
Fin Resolution States: Assumed, Confirmed, Escalated, Abandoned
Fin ends every conversation in one of four states. Two bill at $0.99, and the biggest counts silence as success. How to find the resolutions that weren't.
Published · Updated · Oscar Morrison
Metrics & MeasurementIntercom Conversation Topics: What They Are and How to Turn Them On
Conversation Topics tag every Intercom conversation by keyphrase for filtering and reporting. How they differ from Fin's AI topics, plus a 5-minute setup.
Reopened Support Tickets: What They Actually Tell You
Reopens are strong evidence something went wrong, but a narrower signal than teams assume. What they catch, what they miss, and how to read them.
Published · Updated · Augist McCarthy
Metrics & MeasurementWhat Is Repeat Contact Rate? How to Measure It in Intercom
Repeat contact rate measures how often customers come back about the same problem. The formula, the time-window trap, and how to avoid false positives.
Published · Updated · Tahnee Saunders
Metrics & Measurement7 Intercom Reporting Gaps (and What to Use for Each One)
Seven Intercom reporting gaps: Slack delivery, survey coverage, plan-gated quality tools, agent summaries, and operational escalation workflows.
Published · Updated · Tahnee Saunders
Metrics & MeasurementHow to Build a CSAT Report in Intercom (and What It Leaves Out)
Build an Intercom CSAT report with response rate, teammate and Fin breakdowns, weekly review steps, and Slack delivery options.
Published · Updated · Tahnee Saunders
Metrics & MeasurementHow to Measure Whether Fin Is Actually Resolving Conversations
Measure Fin with resolution rate, Surveyed CSAT, handoff quality, and repeat contact. Compare Fin and teammates without blending unlike work.
Published · Updated · Tahnee Saunders
Metrics & MeasurementIntercom CSAT Benchmarks: What’s a Good CSAT Score in 2026?
What is a good CSAT score in Intercom? See practical CSAT benchmarks for support teams, human agents and AI support, plus how to improve yours.
Why Your Average CSAT Score Can Hide the Problem
Average CSAT hides response rate, sample size, distribution, segment differences, volatility, and unrated conversations. Learn what to show beside it.
Published · Updated · Augist McCarthy
Metrics & MeasurementSeven Metrics Every Customer Support Dashboard Should Show
Build a balanced support dashboard with volume, responsiveness, resolution, surveyed CSAT, response rate, satisfaction coverage, QA, and DSAT.
Every Intercom Metric, Explained
What every metric in Intercom's dashboards actually measures, which ones are missing or plan-gated, and where the reporting leaves blind spots.
Published · Updated · Tahnee Saunders
Metrics & MeasurementNet Promoter Score (NPS): What It Is, How to Calculate It, and What to Do With It
NPS is a single-question survey that measures advocacy potential - whether customers trust your product enough to recommend it to others.
How to Validate Predicted CSAT Before You Use It
A practical guide to calibrating AI-predicted CSAT using customer ratings, error analysis, subgroup checks, confidence thresholds, and human review.
What Is 100% CSAT Coverage?
Learn how surveyed ratings and AI-predicted CSAT work together to create a satisfaction signal for every eligible support conversation.
Your CSAT Score Is Missing Most of Your Customers
Most customers never complete a CSAT survey. Learn how nonresponse and positivity bias affect support reporting, and how predicted CSAT fills the gap.
Published · Updated · Augist McCarthy
Metrics & MeasurementCustomer Service Metrics: Pick the Five That Matter for Your Team
Fourteen customer service metrics exist; most teams need five. A stage-by-stage table of what to track in Intercom and where each number lives.
Published · Updated · Tahnee Saunders
Metrics & MeasurementHow to Improve Customer Satisfaction: A Complete Guide to Happier Customers
How to improve customer satisfaction: a complete guide to happier customers who drive repeat purchases, referrals, and loyalty.
How to Measure Customer Satisfaction: A Complete Guide That Actually Works
How to measure customer satisfaction: a complete guide that goes beyond basic surveys to capture what customers really think.
CSAT vs. NPS: Which Customer Satisfaction Metric Is Right for You?
CSAT measures one interaction; NPS measures willingness to recommend. When to use each, how they differ, and why Intercom teams shouldn't swap them.
Published · Updated · Sam Jones
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