Use cases/Trend analysis

Catch the pattern before
it becomes a crisis.

Chip labels every case as it closes & alerts you the moment a pattern crosses a threshold, across products, accounts & time, weeks before it shows in a report.

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Chip Build

Build it: the pattern, spelled out

One prompt & Chip builds the readout: last week's escalations written up before the leadership call & an explorer that ranks your labeling policies by accuracy, down to the label pair they confuse.

A weekly escalation write-up
“Every Monday I have to write up what happened with escalations last week for the leadership call. Can you do that instead of me?”
Every Monday before the call, the week's write-up is filed in the format the room already knows.
See the example
Which labeling policy is getting it wrong
“Which of my labeling policies has the lowest accuracy, and which labels is it getting wrong? Break it down by label pair.”
Open the explorer, rank by policy, switch to label pairs & you have the sentence to rewrite.
See the example

All examples How Chip Build works

Without Chip

Trends are spotted in retrospective quality reviews. By the time a pattern is named, it has already affected multiple accounts and taken root in the product backlog.

With Chip

Failure mode labels accumulate in real time. The moment a pattern exceeds the threshold, Chip alerts the right team before the next account inherits the issue.

How it works

Labels applied to every case. Trends visible in real time.

Chip classifies every case against your label taxonomy as it resolves. Labels accumulate across accounts and products. When a label count crosses a configurable threshold, Chip triggers an alert, routing to the right team with the full case list, affected accounts, and the trend slope.

Labels apply retroactively. Historical cases are re-classified when a new label is defined.
Trend alerts trigger on count, velocity (cases per week), or cross-account spread.
Each alert includes the full list of contributing cases with links.
Trend reports can be exported on demand or scheduled for weekly review.

chip · failure mode trendslast 90 days · 6 accounts

LabelCasesTrendStatus

auth_timeout

14+6 this monthEscalated

Acme Corp · 4 other accounts

api_rate_exceeded

7+3 this monthMonitoring

Acme Corp · 2 other accounts

db_connection_drop

5+1 this monthOpen

Acme Corp

webhook_delivery_failure