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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.

Ungoverned LLM Usage

Teams struggle to centrally govern, monitor, and control multi-vendor LLM access, usage, costs, and safety across the organization.

In their words

the agency's tokens for a given day are already burned through around 10 o'clock in the morning

r/BetterOffline on Reddit

It searches through your Outlook, Sharepoint, Onedrive, which obviously contains sensitive data that I cannot allow Claude to access.

r/cybersecurity on Reddit

I run a small manufacturing business with data-privacy regulations (data legally cannot touch the cloud).

r/LocalLLM on Reddit

we need confidentiality and don't trust the cheap API hosters so we have to use the expensive services

r/LocalLLM on Reddit

I got the go ahead to start looking at running some models locally for our use cases

r/GithubCopilot on Reddit

we are interested to keep our data internal and secure

r/LocalLLaMA on Reddit

Have you managed to split and protect the control plane and user plane data? So all of my alerts/logs aren't going to become training data for Claude

r/sysadmin on Reddit

everything in that flow is a standard and batchable op. I can run it every 5 minutes for free, why are we paying Claude for this.

r/Python on Reddit

for vulnerability testing or incident investigation, Opus and Fable degrades constantly flagging cyber activities

r/cybersecurity on Reddit

How do you plan to deal with this if there is ever a reckoning?

r/ProductManagement on Reddit

We're building risk management and metrics to measure the effectiveness of onboarding of LLM tools, just like any software.

r/BetterOffline on Reddit

dropping professional or client data into models hosted on Chinese infrastructure always makes me hesitate a bit

r/openrouter on Reddit

Both fable 5 and opus 5 have outright refused things like security related bug fixes and making monitoring tools.

Hacker News

every so often the bill jumps in a way I can't explain from usage alone.

Product Hunt

Platform, DevOps, and AI teams

Where they talk

  • r/mlops
  • r/LLMDevs
  • r/AI_Governance
  • r/LocalLLM
  • r/LocalLLaMA
  • r/LLM_Gateways
  • r/cybersecurity
  • r/LangChain

Tools they use today

  • Claude
  • LiteLLM
  • ChatGPT
  • orqai
  • LangSmith
  • Langfuse
  • Portkey
  • OpenRouter

Why those fall short

  • Claude Code still leaks data even when pointed at local LLMs
  • flags safe security questions and refuses to fix found vulnerabilities
  • no pipeline or process to validate and prioritize AI projects
  • guardrails constantly flag cyber activities and downgrade 90% of queries
  • no trusted torrent files; quants hard to pick; no symlinking