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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 Token Spend Visibility

Teams lack visibility and controls to track, forecast, or cap runaway AI token and API costs across providers.

In their words

estamos começando a ver o primeiro choque entre o entusiasmo inicial com IA e a realidade da conta chegando no fim do mês

r/chorume on Reddit

3 people in my company exhausted all their tokens in June 1st itself, and 20 more people went bust by day 5.

r/developersIndia on Reddit

our manager was alarmed that the AI usage is rising and costs are on an increase so use it wisely

r/AI_India on Reddit

Today they requested work on 5 tickets in a row and blew through the token plan on the agent.

r/EngineeringManagers on Reddit

Is it healthy adoption, or are we burning tokens somewhere we shouldn't be?

r/analytics on Reddit

I'm not convinced everyone is using Cowork correctly and we're wasting tens of thousands of credits on stuff that could be done with a regular Copilot premium license.

r/CopilotPro on Reddit

The bill hit finance around month four... our director went from "AI-first engineering culture" in slack to radio silence

r/cscareerquestions on Reddit

I have used $145 in around 5 prompts... I am looking at a $5000+ bill by end of the month

r/ClaudeCode on Reddit

we are being asked to report an estimate of how much will be the usage per story in a sprint

r/ClaudeCode on Reddit

When offshore team’s AI token usage is more expensive than their salary

r/auscorp on Reddit

please withhold from using chatgpt, we are running out of credits

r/gamedev on Reddit

I have received credit limit increase requests for practically everything for the past week

r/sysadmin on Reddit

Nobody, not even the model provider, knows what your request will cost before it returns. You're writing a blank check every time you hit enter.

Hacker News

Azure does not currently support a native hard spending limit ... that automatically disables the service once a specific dollar amount is reached.

Software Recommendations

Engineering and FinOps teams

Where they talk

  • r/FinOps
  • r/SaaS
  • r/AI_Agents
  • r/LLMDevs
  • r/ClaudeAI
  • r/ClaudeCode
  • r/devops
  • r/cscareerquestions

Tools they use today

  • Claude
  • ChatGPT
  • Claude Code
  • Copilot
  • GitHub Copilot
  • LiteLLM
  • Cursor
  • Codex

Why those fall short

  • no usage limits or guardrails; spend only visible after the fact
  • no usage monitoring or baseline cost numbers before rollout
  • No account-level usage limits or cost governance; enterprise context bloats usage.
  • No visibility or governance; usage limits and enterprise pricing unpredictable
  • running out of credits, can't work until payment processes