Sign inSign up
Launch week: every idea card is free.Get Pro

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.

Per-Feature AI Cost Tracking

Teams lack real-time, per-feature, per-user, or per-project visibility into AI token and credit spend, making costs impossible to attribute, forecast, or control.

In their words

I've become heavily reliant on Codex/GPT Work for my job and I'm willing to pay more money, but 80$ of credits in less than 30 minutes is absurd?

r/ChatGPTPro on Reddit

I'm genuinely curious at how they are measuring the ROI.

r/DevelEire on Reddit

I don't want to wake up to a $80 bill because I ran something in a loop overnight.

r/ClaudeCode on Reddit

all I want is predictability and to know what I'm burning

r/ClaudeCode on Reddit

There is also no way to track your token consumption (the metrics dashboard can only show tokens/sec for some reason)

r/google_antigravity on Reddit

So we are all measuring the cage from the inside.

r/ClaudeAI on Reddit

They seem at a complete loss on what to do, one of the options seems going all in and giving everyone a ton of monthly credits or the opposite and just bare bones.

r/cscareerquestions on Reddit

folks with 80k salary are spending tokens worth Lakhs every month

r/developersIndia on Reddit

Now they said we need to control the amount of AI tokens used. It's so tiring to keep optimizing the AI workflow.

r/cybersecurity on Reddit

Users need visibility into their own usage so they can build a feeling for how much they are consuming, adjust behavior, and avoid surprises.

r/GithubCopilot on Reddit

No per-request breakdown. No clear token accounting. No obvious way to see whether the bill came from repo context, retries, failed calls, tool output, cache writes, diffs, terminal spam

r/GithubCopilot on Reddit

Every employee at the company I work for, has AI token allowance ranging from 500-2500$.

r/webdev on Reddit

My CFO keeps asking for proof that my AI tools are worth the license fees.

Product Hunt

I have no idea how much I've spent, it's invisible to me, the company doesn't share it with me.

Hacker News

Engineering and FinOps teams

Where they talk

  • r/SaaS
  • r/FinOps
  • r/ClaudeAI
  • r/GithubCopilot
  • r/AI_Agents
  • r/microsoft_365_copilot
  • r/LLMDevs
  • r/aiToolForBusiness

Tools they use today

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

Why those fall short

  • No per-team, per-model, per-task cost visibility; usage-based pricing unpredictable
  • shows own historical peak, not the plan limit; no documented API
  • No user-facing usage view; data only in billing API; no admin budget dashboard
  • No per-request breakdown, token accounting, or itemized receipt
  • nobody meters them; no tracking of tokens per squad against outcomes