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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.

AI Data Leakage Prevention

Sensitive company and client data leaks into unsanctioned or ungoverned AI tools, and existing controls fail to detect, redact, or enforce compliance.

In their words

We are looking at getting something bespoke and the policy is just to stop juniors misusing publicly accessible versions.

r/uklaw on Reddit

I work with confidential business information that I don’t want to upload to cloud based services, which is why local AI is especially appealing.

r/LocalLLM on Reddit

the shadow AI surface area is just completely different from shadow IT

r/ArtificialInteligence on Reddit

Data isn't just being emailed around anymore. It's being pasted into prompts, summarized, transformed, and moved between multiple systems.

r/sysadmin on Reddit

le mie competenze informatiche non mi consentono di arrivare a quel livello di indipendenza per cui creare tutti questi tool che consentono di lavorare in locale

r/IA_Italia on Reddit

For those with ZDR requirements: what's your current setup or workaround?

r/ClaudeCode on Reddit

I asked how I'm supposed to use it when my contract is locked down, and they had no answer.

r/ProgrammerHumor on Reddit

it’s technically a HIPAA violation to put patient information into chat GPT because it’s not secure.

r/medicine on Reddit

If your tenant has ten years of oversharing, Copilot is the tool that finally makes that visible.

r/microsoft_365_copilot on Reddit

tech team has been trying to intergrate AI and automate our process for a year now. And they haven’t been able to because of the how sensitive everything is.

r/developersIndia on Reddit

we're only allowed to use Microsoft Copilot because of privacy, security, and IP policies

r/ProductManagement on Reddit

the customer chat app telling customers they were wrong about the information they were providing

r/ExperiencedDevs on Reddit

I would like to move my work (excel and light coding) off the big guys... that won't steal my sensitive data?

Hacker News

I've got two years of Cursor and Claude Code history sitting in places I can't search, and the reason I've never tried a cloud tool

Product Hunt

IT, security, compliance teams

Where they talk

  • r/AI_Governance
  • r/AI_Agents
  • r/LocalLLM
  • r/sysadmin
  • r/gdpr
  • r/cybersecurity
  • r/therapists
  • r/legaltech

Tools they use today

  • Claude
  • Copilot
  • ChatGPT
  • Bedrock
  • Claude Code
  • Gemini
  • MCP
  • Microsoft Purview

Why those fall short

  • client devices block AI; outputs useless; sensitive data not authorized
  • marketing claims contradict privacy policies; de-identified data reused for model training
  • no data protection, anonymisation insufficient, unclear data retention
  • Oversharing is invisible until Copilot exposes it; audits are infrequent
  • vendors push AI data training, no privacy controls