Had to wait for a treadmill after work.
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Live analysis
One interview becomes a pattern.
Data sources
Survey responses from recent gym visitors.
Visit time, location, and reported issue.
Soap + bags near zero by Thursday.
Morning cleaning completed.
Supplier arrives Monday only.
Front desk check-in took longer than usual.
No soap again on Thursday morning.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
Had to wait for a treadmill after work.
Trash was full after my Thursday workout.
Could not find an open locker near the showers.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
Main Street locker room was out of soap.
Front desk check-in took longer than usual.
Could not find an open locker near the showers.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Same Thursday supply issue as last week.
Had to wait for a treadmill after work.
Front desk check-in took longer than usual.
Could not find an open locker near the showers.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Locker room supplies were gone by Thursday.
Water fountain pressure was low by the free weights.
Had to wait for a treadmill after work.
Front desk check-in took longer than usual.
Could not find an open locker near the showers.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Soap empty, bins full, floors looked cleaned.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
Had to wait for a treadmill after work.
Front desk check-in took longer than usual.
Could not find an open locker near the showers.
Music felt too loud during the evening class.
Thursday mornings keep having the same issue.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
Had to wait for a treadmill after work.
Front desk check-in took longer than usual.
Could not find an open locker near the showers.
Main Street was out of soap Thursday.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
Had to wait for a treadmill after work.
Front desk check-in took longer than usual.
Same Thursday locker room supply problem.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
Had to wait for a treadmill after work.
Thursday visit had empty dispensers.
Could not find an open locker near the showers.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
Bins were full again Thursday morning.
Front desk check-in took longer than usual.
Could not find an open locker near the showers.
Music felt too loud during the evening class.
Class check-in was confusing for first timers.
Parking lot lights were dim near the side entrance.
Sauna felt cooler than usual this week.
Water fountain pressure was low by the free weights.
General cleanliness
Survey opened for a Main Street gym visit
Customer reported locker room cleanliness issue
Pattern detected
This is not a widespread sanitation issue. It is a recurring Thursday supply problem at Main Street.
Poth identifies the affected cohort by comparing every conversation with relevant attributes like visit context, location, and complaint type.
Supply complaints by cohort
Share of surveyed visitors reporting missing soap, bags, or other locker-room supplies
79% of surveyed Main Street visitors on Thursday reported supply issues, compared with 8% outside the affected cohort.
Hypotheses
Broad assumptions fall away. The supply pattern remains.
Cohorted dashboard
Poth combines structured customer data with the meaning behind qualitative feedback to create and compare cohorts on demand.
General cleanliness
18%Schedules: Morning cleaning completed
Missed cleaning rounds
8%Schedules: Morning cleaning completed
Supplies depleted by Thursday
92%Inventory: Soap + bags near zero by Thursday
Visits: Complaints cluster Thursday
Cadence mismatch
88%Deliveries: Supplier arrives Monday only
Visits: Complaints cluster Thursday
Internal ops result
Root cause
Main Street's locker room supplies are depleted by Thursday.
The current replenishment cadence does not match the late-week demand.
79% of Thursday Main Street visitors reported supply issues compared with 8% of other visitors.
Cohort difference significance
Connected evidence streams
Evidence trail
- 1Customer feedback: recurring Thursday and Friday issues after clean Monday and Tuesday mornings.
- 2Employee schedules: locker room cleaning rounds were completed, and the floors were still clean.
- 3Inventory records: soap and trash bags fall from full Monday stock to near zero by Thursday.
- 4Supplier deliveries: the only scheduled restock arrives Monday morning, creating a mid-week gap.
Recommended action
Add a Thursday replenishment check and evaluate whether existing inventory is sufficient before increasing order volume.
Traditional surveys reveal the symptom:
60% of respondents are dissatisfied with sanitation.
Poth finds the cause:
It identifies that the issue is concentrated among Thursday visitors at Main Street, tests competing explanations against connected data, and finds that supplies are depleted by Thursday because replenishment does not match late-week demand.
Cohorted insights
Missing supplies
Poth combines structured customer data with the meaning behind qualitative feedback to create and compare cohorts on demand. In production, you can customize the cohorts to your business and analytics needs.
Top themes
Share of recent conversations
Affected cohorts
Main Street · Thursday
Supply complaints are 9.9x more common among Thursday visitors at Main Street.
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From a supported source connection to the question your data cannot answer yet.
Plug in what you already have
Connect supported customer-data sources or import bounded files. Access stays limited to the accounts, scopes, and settings you authorize.
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Permission-bounded importAccountEvidence-backedBrightquay Travel
- Mentions
- 96
- Previews
- 9
- Confidence
- 84%
Brightquay Travelflagged forUsage contradicts call4 relationships · 6 evidence items
Poth asks what the evidence cannot
When a question outruns the connected evidence, Poth drafts it for the customers who can settle it. Each response files back against the same account.
Asked, not blastedUnanswered by connected evidence
The sources show the import failing. They do not show what each account did next.
Poth asks
When the import didn't work, what did you do next?
Accounts that hit import friction
6 of 12 stalled- Maya Iyer · Fernwell ClinicsRaised it on an onboarding call
- Tom Okafor · Nordbeck InsuranceRaised it on an onboarding call
- Dan Kowalski · Copperline FreightHit csv_import_failed twice
3 more in this cohort
Answers return as evidence on the account, ready for the next question.