Categorize feedback for AI tool improvements
Users need a way to categorize feedback in AI tools by reading and organizing it into categories such as 'Pricing,' 'Feature Request,' or 'Bug Report.' This categorization process is seen as a powerful tool for business users to improve their AI tool usage.
21 people in 44 posts across 1 source · demand low, pain low, competition low
The pain
shares of 44 quoted postsWhat goes wrong, and for whom
- Who
- 21 people, in RAG & Retrieval
- What goes wrong
- Missing feature48% of posts
- Manual work45% of posts
- Urgent16% of posts
- How bad
- 11% of posts are complaints
- Since
- 29 Oct 2025 → 22 Aug 2026
The opportunity
from the same postsWhether this pain leaves room for a product
- Demand
- 21 people raised it · momentum moderate (59)
- Looking for something else
- 23% want an alternative · 52% ask for a feature · 14% mention price
- Products named
- Fragile Zapier, Obsidian and Fable
- What the numbers say
- 23% of posts are people looking for an alternative — the clearest sign there is room for a new product. Not shown by this data: whether they would pay.
The pain — what people say
Their asks, who is writing, and the posts themselves
People are asking for
In their own words — asks pulled from the evidence, most-repeated first
- 2×
“However, it lacks native cloud-to-cloud event listeners (cannot listen for incoming emails or live web changes while inactive).”
- 2×
“They will say it is a little better, a little slower, or too expensive.”
“For example, say you ask for Seedance 2.5 to generate a virtual influencer video, but it can't process the input you gave it (a resolution it doesn't support, a duration it can't handle, or similar…”
“It lacks the deeper backend logic needed to feel fully complete.”
“Missing dates make calendar views less useful because Gemini has nothing reliable to position.”
What people were doing
Every post behind this page, by what its author was doing — and when each one was written
- Complaint511%
- Looking for an alternative1023%
- Request2352%
- About price614%
Sources
44 signals · 1 sources
Evidence
Raw public posts behind this opportunity — click through to the original. 23 posts were held back as off-topic; all 44 still count toward the score.
AI "Kitchen OS" (Fridge + Pantry + Goals) that plans meals, tracks inventory automatically, and adapts the week when life changes — I spit all my thoughts into chatgpt and let it structure it for me. Sorry for the slop, but I don't have the time to format it as a readable piece of text. But PLEASE MAKE THIS APP. I'll…
Missing featureManual workUrgentAI "Kitchen OS" (Fridge + Pantry + Goals) that plans meals, tracks inventory automatically, and adapts the week when life changes — I haven't had the time to format this to a readable piece of text, so I made chatbot do it. Sorry for the slop, but the idea is there. Feel free to ask questions. I need this and will…
Missing featureManual workUrgent…alive in catching intent's glints, but mixed reports on consistency. The AI has a lot of potential, although its lacking in voice and picture generation - well at least both are uncensored though. Ties to OpenAI: Just shared transformer roots from the field, built independent on custom stacks like Colossus clusters…
Missing featureGeneral AI Tools — # General AI Tools Google AI Studio: Generous free tier for designing system architectures. "Google AI Studio is so underrated. Their free tier is generous (note: they use your data for training)." NotebookLM…
Wants a free option…n it completes each step sequentially and optimizes for performance. You don’t have to manage anything manually. Antigravity is what real AI agents look like — not chatbots, but autonomous systems that actually build. Why This Matters The Google Antigravity Update lowers the barrier to creation. If you can describe…
Manual work
The opportunity — market and score
Products already there, how the score moved, and what it is made of
Existing solutions
Products people named in the evidence · high competition does not automatically mean a bad market
- Fragile Zapiernamed in 2 posts
- Obsidiannamed in 2 posts
- Fablenamed in 2 posts
- Claude Coworknamed in 2 posts
- Dropnamed in 2 posts
- Sparknamed in 2 posts
- Fridaynamed in 2 posts
Opportunity history
Every score change is stored as a snapshot — click a sub-score to overlay it
Why did it move?
Score unchanged at 29.9 · 23 Sept 2026, 20:00 → 21:15 UTC
How the score was measured38 measured values behind the seven sub-scores · each shows the value, then the points it earned out of 100Show ↓Hide ↑
Questions about this idea
- Is Categorize feedback for AI tool improvements a good startup idea?
- It has an Opportunity Score of 29.9, from 44 mentions by 21 different people across 1 sources. Demand is low (0/100), pain low (0/100) and competition low (36/100). This measures what people said, not what they paid for — test willingness to pay before building.
- How many people have this problem?
- 21 different people described it independently, in 44 mentions, the earliest from 29 Oct 2025 and the most recent from 22 Aug 2026. The quotes, with dates and links to the originals, are in the Evidence section.
- How crowded is this market?
- Measured competition is low (36/100). Low competition can be a real gap or simply thin data — look for competitors yourself before concluding either.
- Is demand for this growing?
- Current status: stable — mentioned at a steady rate. Momentum is 59/100, measured as how often it is mentioned recently compared with before.
Adjacent opportunities
Nearest neighbours by embedding similarity
Discussion
Written by readers. Not part of the evidence above and not counted in any score.
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