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Mobile Apps opportunities·tracked since 25 Sept 2026·evidence from 19 Dec 2025·scored 34m ago

App reliability and scheduling clarity

Users are experiencing significant frustration with the app due to frequent crashes and a lack of functionality, including missing scheduled shifts. This has led to a perception that the app is ineffective and a waste of space.

5 different people have complained about this since 19 Dec 2025, most recently on 28 May 2026.

  • “lately the app has been crashing and won’t even open when clicked on.”

    App Store (English storefronts)·28 May 2026read the original ↗
  • “Everything seems to be back to normal now, but it was a very frustrating experience to miss shifts I didn’t know I was scheduled for since the app was blank.”

    App Store (English storefronts)·24 Nov 2025read the original ↗
See every post behind this page ↓Hit this yourself? Say what you use instead →

5 people in 5 posts across 1 source · demand low, pain low, competition moderate

Pain pointStable⚠️ CrowdedEvidence: low
Index score
23.4
ahead of 16% of the rest of this market
0.0%signals / 7d
Demand
0.0low
Momentum
42.8moderate
Pain
0.0low
Competition
45.0moderate
lower is better
Monetization
7.1low
Market size
8.5low
Evidence
43.7moderate

The pain

shares of 5 quoted posts

What goes wrong, and for whom

Who
5 people using WhenToWork Employee Scheduling
What goes wrong
Not classified into a failure type — read the posts below.
How bad
100% of posts are complaints
Since
19 Dec 2025 → 28 May 2026

Is this a startup idea?

Not directly. These are complaints about a product or service people already use — the fix belongs first to that provider.

Complaints are about
WhenToWork Employee Scheduling
Looking for something else
0% want an alternative · 0% ask the provider for a feature
What the numbers say
Almost nobody is looking for a different product — people want this provider to fix it, not a new option.
Build a prototype from thisA landing page written from these 5 complaints by 5 people.50 credits · sign in →
1

The pain — what people say

Their asks, who is writing, and the posts themselves

What people were doing

Every post behind this page, by what its author was doing — and when each one was written

5posts
  • Complaint5100%
22 Nov 20255 posts28 May 2026

Sources

5 signals · 1 sources

App Store (English storefronts)5
Only public content is collected, author names are stored as one-way hashes, and every excerpt links back to its original post.

Evidence

Raw public posts behind this opportunity — click through to the original

  • App Store (English storefronts)App Store US/Payroll & HR·22 Nov 2025·Complaintsource ↗

    …iPhone user For months now the app won’t work on iPhone products. It’s very frustrating.

    Frustrated
  • App Store (English storefronts)App Store US/Payroll & HR·26 Nov 2025·Complaintsource ↗

    …long to release an update to fix the issue. It’s blank when I check. The app is such a waste of space now.

  • App Store (English storefronts)App Store US/Payroll & HR·28 May 2026·Complaintsource ↗

    WhenToWork Employee Scheduling — app crashes lately the app has been crashing and won’t even open when clicked on. repeatedly had to delete and reinstall to work. app sucks for that reason

  • App Store (English storefronts)App Store US/Payroll & HR·19 Dec 2025·Complaintsource ↗

    …sn’t even work anymore for iPhone users and hasn’t worked for months. Absolutely ridiculous…

  • App Store (English storefronts)App Store US/Payroll & HR·24 Nov 2025·Complaintsource ↗

    …gain after completely deleting/uninstalling and reinstalling the app. Everything seems to be back to normal now, but it was a very frustrating experience to miss shifts I didn’t know I was scheduled for since the app was blank.

    Frustrated
2

Market and score

Products already there, how the score moved, and what it is made of

Opportunity history

Every score change is stored as a snapshot — click a sub-score to overlay it

Why did it move?

Score 23.3 → 23.4 · 25 Sept 2026, 07:00 → 08:15 UTC

Score attributionSign in — it's free
How the score was measured
38 measured values behind the seven sub-scores · each shows the value, then the points it earned out of 100
Show ↓
Market size
Distinct people affected5 → 24
Distinct communities0 → 0
Distinct sources0 → 0
Adjacent categories0 → 0
Regions / languages0 → 0
Competition
Existing products5 → 50
New entrants (90d)0 → 0
Funded players2 → 45
Market maturity16.5 → 98
Incumbent activity49.9 → 50
Monetization
Stated willingness to pay0 → 0
Existing paid products2 → 30
Pricing complaints0 → 0
Business context0 → 0
Momentum
Period-over-period growth0 → 40
Latest period growth0 → 43
Sustained trend0 → 43
Acceleration0 → 50
Pain
Complaint intensity0 → 0
Complaint frequency0 → 0
Negative sentiment0 → 0
Willingness to switch0 → 0
Urgency0 → 0
Willingness to pay0 → 0
Repeat complaints0 → 0
Demand
Mention volume0 → 0
Explicit requests0 → 0
Distinct people0 → 0
Questions asked0 → 0
Alternative searches0 → 0
Feature requests0 → 0
Evidence
Evidence volume5 → 22
Source diversity1 → 35
Extraction confidence27.2 → 27
Source credibility72 → 72
Duplicate rate0 → 100
Freshness121.2 → 0
Cluster cohesion97.3 → 97

Questions about this idea

Is App reliability and scheduling clarity a startup idea?
Not directly. These are complaints about a product or service people already use, and the fix belongs first to that provider. The page shows what is frustrating users and how badly — not an open market to start a company in.
How many people have this problem?
5 different people described it independently, in 5 mentions, the earliest from 19 Dec 2025 and the most recent from 28 May 2026. The quotes, with dates and links to the originals, are in the Evidence section.
Is this problem getting worse?
Current status: stable — mentioned at a steady rate. Momentum is 43/100, measured as how often it is mentioned recently compared with before.

Adjacent opportunities

Nearest neighbours by embedding similarity

Have you run into this?

Written by readers. Not part of the evidence above and not counted in any score.

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