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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 Agent Token Cost Overruns

AI agents silently burn through tokens via loops, retries, and context bloat, driving unpredictable and often unaffordable API costs.

In their words

it spawned a ton of agents and just waited on them to respond simply because it could, not because the prompt actually needed that much parallel computing

r/ClaudeAI on Reddit

the MCP session cost 11%! The non-MCP one was also done in 3 minutes, while the MCP-driven one took 27 minutes!

r/aigamedev on Reddit

Sonnet is proving to be more cost effective and efficient at session orchestration than both Opus and Fable.

r/ClaudeCode on Reddit

It consumed cache tokens every time, and for example I found barbarities such as 10,000 input tokens, 50,000 output and 100,000,000 (no joke) of cache

r/codex on Reddit

I went from burning my entire 5 hour budget in less than an hour, to burning about 20% of it on the same task.

r/codex on Reddit

the devs on my team has been using up a ton of the budget for all sorts of different projects

r/AI_Agents on Reddit

Ontem eu queimei 90 dólares em tokens para mudar uma linha e adicionar um try/catch

r/brdev on Reddit

Most of us have beefy systems that are being under utilized.

r/ClaudeAI on Reddit

token é cobrado como ligação de telefone nos anos 90. Você usa, a conta sobe, e só sabe quanto vai pagar quando o boleto chega.

r/brdev on Reddit

Replit charged me $1,982 in 24 days on a pre-launch app with 1 user — me.

r/replit on Reddit

it can easily end up costing $100/day or even more versus $100/month currently

r/openclaw on Reddit

By the time I notice, the cost has already gone through the roof.

r/cursor on Reddit

My OpenAI CODEX account went rogue and from a simple request took the autonomous decision to launch 826 parallel agents / threads without any authorization on my side

Hacker News

I run a lot of orchestration now where one task spins up 5-10 subagents in parallel, each burns its own tokens

Product Hunt

AI agent developers and teams

Where they talk

  • r/AI_Agents
  • r/ClaudeCode
  • r/hermesagent
  • r/ClaudeAI
  • r/LLMDevs
  • r/codex
  • r/LangChain
  • r/LocalLLaMA

Tools they use today

  • Claude
  • Claude Code
  • ChatGPT
  • Codex
  • Hermes
  • OpenCode
  • OpenRouter
  • DeepSeek

Why those fall short

  • no cost control; company mandates token burning
  • no visibility or control over token burn per prompt
  • cost metrics SDKs don't work reliably; model serving lacks runtime usage calculation
  • no built-in way to route cheap tasks to local models
  • no depth limits or cost guardrails; agents fan out uncontrollably