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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.

LLM Document Extraction

Developers and analysts struggle to reliably and affordably extract structured, schema-correct data from large volumes of messy documents using LLMs.

In their words

It cannot be that the only acceptable level of due diligence in verifying results is for me to re-perform the analysis.

r/ClaudeAI on Reddit

reliably parse all the newsletters I get each day and build a obsidian doc with highlights and relevant links

r/hermesagent on Reddit

our users are mostly more or less computer-illiterate... I would like to help them by either integrating LibreOffice with a local LLM

r/LocalLLaMA on Reddit

Claude Opus does it beautifully, but at ~₹2.20 (~$0.026) per job that's ~₹44K/day, roughly $16K/month.

r/indianstartups on Reddit

I consume so much tokens because I do legal-related work which requires insane amount of document processing, it takes a lot of non-cached hits before it finally stabilises.

r/DeepSeek on Reddit

Need to be build a high inference document processing pipeline initially and then some agentic stuff later.

r/LocalLLaMA on Reddit

And yes, copilot or claude will choke on the data.

r/sharepoint on Reddit

You're paying for a reasoning trace on every single document. For a task where the correct answer is fully determined by the input and the schema.

r/automation on Reddit

There is immense structural value, working logic, and blueprinting trapped in those chats.

r/ClaudeAI on Reddit

per ambiti come legale dove la precisione è critica? Meglio aspettare modelli italiani specializzati

r/IA_Italia on Reddit

the only way i got client call pipelines reliable was sticking a pydantic schema between whisper output and the claude prompt to reject anything that lacks an explicit roas target or daily spend cap

r/DigitalMarketing on Reddit

I now have hundreds of isolated chat sessions sitting in my history tabs... manually sifting, copying, and sorting through them one by one is an absolute nightmare that would take me weeks.

r/n8n on Reddit

We can consult Claude for edge cases, create sample dataset and train a the tiny LLM on demand so we go to Claude less.

Hacker News

Cleaning this up was unimaginable before as a "something we can do in a day" project, but was more of a "possible with insane costs"

Hacker News

LLM and RAG developers

Where they talk

  • r/Rag
  • r/LLMDevs
  • r/LocalLLM
  • r/LocalLLaMA
  • r/AI_Agents
  • r/ClaudeAI
  • r/ClaudeCode
  • r/LangChain

Tools they use today

  • Claude
  • Qwen
  • ChatGPT
  • Gemini
  • Ollama
  • DeepSeek
  • n8n
  • Llama

Why those fall short

  • Claude became terrible, lobotomized, saboteur; needs strict privacy hygiene
  • Cheaper models drop extraction quality on messy, unstructured job descriptions
  • cache discount only applies to exactly repeated tokens; new docs shift prefix
  • Python overhead per call compounds over millions of short documents
  • free models limited and unreliable; Claude Max budget exhausted before finishing