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.
thoughts and learnings
Tagged: Metrics
Intercom 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.
What 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.
7 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.
How to Turn a Customer Support Dashboard Into a Weekly Operating System
Use a weekly operating loop (detect, investigate, decide, assign, and verify) to turn customer support metrics into measurable improvement.
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.
Seven 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.
The Anatomy of a Useful Weekly Customer Support Report
Design a weekly report that shows volume, responsiveness, ratings, quality, context, and the one decision your support team should make next.
Published · Updated · Oscar Morrison
Support OperationsEvery 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.
Team Report or Agent Report? Why Support Leaders Need Both
Team reports diagnose systems. Agent reports support individual development. Learn how to use both without turning support metrics into an unfair ranking.
Published · Updated · Augist McCarthy
Support OperationsWhy Your Support Team Needs a Weekly Quality Review
Weekly support reporting creates a short feedback loop without overreacting to individual tickets. Learn what to review and how to turn it into action.
Published · Updated · Oscar Morrison
Support OperationsDSAT Is an Operations Signal, Not Just an Agent Score
Learn how to classify DSAT by agent, product, policy, process, tooling, and customer factors, then turn negative ratings into measurable fixes.
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.
The Five Dimensions of Customer Support Quality
CSAT tells you how respondents felt. A support QA rubric explains why. Learn the five dimensions that make conversation quality measurable.
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.
Customer 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 & MeasurementWhat is CSAT? A Complete Guide to Measuring Customer Satisfaction
CSAT is the share of survey responses rated positive. The formula, Intercom's emoji scale, and how to read the score when only some customers respond.
Published · Updated · Jake Bartlett
FoundationsCustomer Service Dashboard Examples: Boost Support Efficiency
Customer service dashboard examples: how to track resolution time, CSAT, and agent performance with dashboards that drive decisions.
Published · Updated · Nelson Joyce
Tools & IntegrationsCSAT vs DSAT: What's the Difference? Definitions, Formulas and Benchmarks
CSAT counts positive ratings and DSAT counts negative ones. Learn both formulas, why they do not total 100%, and how to turn DSAT into action.
Published · Updated · Nelson Joyce
FoundationsHow 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 · Nelson Joyce
Metrics & MeasurementClosed Doesn't Mean Resolved: How to Find Customer Problems That Keep Coming Back
First contact resolution can't tell you whether the problem stayed solved. How repeat contacts, reopens, and follow-ups reveal the real outcome.
Published · Updated · Oscar Morrison
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