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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.

Runaway AI Agent Loops

AI agents get stuck in retry or semantic loops, burning tokens and API budget without alerts or recovery.

In their words

it took 6 hours, didnt finish and drained the usage from 100% to 0

r/OpenaiCodex on Reddit

in prod it either double-books, skips the notification, or just hangs mid-flow with no useful error

r/AI_Agents on Reddit

I just want to use Codex without burning a full week of quota in 1–2 days.

r/codex on Reddit

A stuck detector watching behavior, not the agent's narration, is what I'd pay for.

r/AI_Agents on Reddit

it decides to email customers using my personal Gmail account

r/codex on Reddit

All my scheduled tasks stopped working, and everything feels so slow.

r/microsoft_365_copilot on Reddit

In agentic workflows, it becomes a loop that burns tokens, wastes money, and turns a solvable task into a failed run.

r/ClaudeAI on Reddit

one of our background orchestration agents got stuck in an error-handling loop over the weekend. It called the LLM thousands of times sequentially before anyone noticed.

r/LangChain on Reddit

a 126KB handoff doc, 51 days old, still referenced from a tracked file

r/ClaudeCode on Reddit

restart the whole run (and re-pay for every already completed LLM/tool call), or drop into the trace and hand-fix it

r/LangChain on Reddit

in prod it either double-books, skips the notification, or just hangs mid-flow with no useful error

r/SaaS on Reddit

Hit a surprise $800 bill in one weekend because an agent was looping on a failed tool call and I had no circuit breaker

r/artificial on Reddit

The easiest thing for me was to just have a post-processing script that performs: lint > mark known fail-early results > fix common errors

Hacker News

had a long job re-derive the same file layout four times last week... ate most of my window and i didnt even notice till the run diedddd

Product Hunt

AI agent developers

Where they talk

  • r/AI_Agents
  • r/LangChain
  • r/codex
  • r/hermesagent
  • r/ClaudeAI
  • r/LLMDevs
  • r/mcp
  • r/aiagents

Tools they use today

  • Codex
  • Claude Code
  • ChatGPT
  • Claude
  • MCP
  • Hermes
  • n8n
  • LangGraph

Why those fall short

  • models ignore instructions; loops persist despite warnings
  • no scoring of age against inbound reference count; no lint, schemas or caps
  • Codex charges while looping and never finishes; Claude waits and costs less
  • model ignores established business rules and sending machinery
  • harnesses one-shot and squander tokens retrying same call