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SaaS ideas, mined from what people actually complain about.

Every idea comes from real Reddit posts, was researched against today's competitors, and survived an independent skeptic before it made the list.

Manual Failure Triage

Engineers waste hours manually triaging noisy logs, CI failures, and vague bug reports to find root causes instead of getting automated diagnosis and routing.

In their words

Does a production failure automatically make it worth adding to your eval suite, or do you have a filter?

r/mlops on Reddit

It is not common but sometimes there is corruption in database... the team has never been able to reproduce the problem.

r/ClaudeCode on Reddit

answering it means manually stitching three tools by user id and timestamp

r/reactnative on Reddit

they run into one stumbling block and just stop trying ... half my job is determining what the right data is

r/ShittySysadmin on Reddit

Whenever a build fail, it search all the logs (multiple files over 200MB of raw text logs, cooking, compiling, shaders, symbols etc..)

r/ProgrammerHumor on Reddit

the weird other error on your S2S that you can’t track down but prevents the application going in

r/ResearchAdmin on Reddit

frontend code written by ai will compile, render, look totally normal, and then some state thing three components deep just stops working

r/Frontend on Reddit

giving it access to system log and crashdump files to figure out why a system crashed. Saves me hours of looking at system logs.

r/ClaudeAI on Reddit

it’s very very hard to catch all corner case issues, especially for such large volume devices

r/ElectricalEngineering on Reddit

Every error monitoring tool we've used treats Spring like a black box. The moment your code enters a transaction boundary or an async thread, context disappears.

r/SpringBoot on Reddit

performance problems remain hidden until the scene becomes more complex

r/unrealengine on Reddit

these extensions are undocumented and secretive and developers are at a loss to self-support

r/MicrosoftFabric on Reddit

I spent about $200 on openai tokens today to solve a seriously hard distributed systems problem that would have taken me probably three weeks to understand, let alone fix.

Hacker News

when one of them hits a bug they don't know what a console log is — I get "it's broken" over email

Product Hunt

Software and DevOps engineers

Where they talk

  • r/AI_Agents
  • r/devops
  • r/SaaS
  • r/ClaudeCode
  • r/LLMDevs
  • r/Observability
  • r/LangChain
  • r/sre

Tools they use today

  • Claude
  • PostHog
  • Claude Code
  • GitHub Actions
  • Sentry
  • Slack
  • Crashlytics
  • GitHub

Why those fall short

  • AI fixes add -ErrorAction SilentlyContinue, masking errors
  • treat Spring as a black box; context disappears at transaction boundaries and async threads
  • Procmon shows calls but not why; vendors are clueless; recommended deployments refused
  • instructions get lost in noise past 200K context
  • weird other error on your S2S that you can’t track down