How We Score Pain Points
Every pain point in SaasNiche gets a score from 0 to 100. This is not a popularity score — it's a validated demand signal built from three weighted dimensions pulled from real Reddit data. Here's exactly how it works.
Step 1 — Subreddit Selection
We monitor 200+ subreddits across professional, industry, and interest verticals. Subreddit selection is intentional — we prioritize communities where people come to solve problems, not just share content. That means subreddits for freelancers, developers, small business owners, marketers, accountants, e-commerce sellers, and 130+ other niches.
General subreddits like r/entrepreneur or r/startups are included but weighted lower. The highest-signal communities are profession-specific ones where the complaint is domain-specific and the poster has real skin in the game — they need a solution, not just validation.
We exclude meme communities, low-activity subreddits (under 10,000 members), and communities where the dominant content type is discussion rather than problem-solving.
Step 2 — Pain Point Extraction
Not every complaint is a pain point. We filter for posts that describe a specific, recurring problem — not a one-off situation, a venting session, or a request for opinions. The extraction model looks for posts where the author is describing something they've tried to solve and failed, or are actively seeking a better solution.
Key extraction signals include: phrases describing failed workarounds ("I've been doing this manually for months"), requests for tools ("is there a tool that does X?"), expressions of cost ("this is costing me hours every week"), and outcome descriptions ("we lost the client because we couldn't do X").
Each extracted pain point is associated with its source post, subreddit, and the specific quotes used as evidence — so you can always click through and read the original thread yourself.
Step 3 — The 0–100 Score
The score is a weighted composite of three dimensions. Each dimension is scored independently, then combined into the final 0–100 figure.
Emotional Intensity — 40% of score
The most important dimension. A problem that causes genuine frustration, financial loss, or wasted time scores higher than a minor inconvenience — even if the minor inconvenience appears more often. We measure intensity through language analysis: words expressing urgency, loss, or desperation carry more weight than neutral descriptions.
Examples of high-intensity signals: "I'm losing my mind," "this cost us the contract," "I've wasted 3 hours every week for a year," "I can't take time off because of this." These indicate a problem the market will pay to eliminate, not just prefer to have solved.
Frequency — 35% of score
How often does this specific complaint surface across subreddits and over time? A pain point that appears in three different professional communities in the same week scores higher than one that appeared once six months ago with high engagement.
Frequency is measured across two axes: breadth (how many different subreddits surface the same complaint) and recency (how recently it appeared). A problem that keeps coming back is a structural market gap — not a temporary workaround failure.
Willingness-to-Pay Signals — 25% of score
This dimension separates problems worth building for from problems people just complain about. We look for explicit and implicit signals that the poster (or the community responding) is already paying for partial solutions, has tried to hire someone to solve it, or is actively asking for a paid tool.
High willingness-to-pay signals: mentions of existing paid tools that fall short, requests for freelancers or agencies, descriptions of manual workarounds that cost real time ("I pay a VA $20/hour just to do this"), and direct questions like "is there a SaaS for this?"
How to Interpret the Score
Every Score Is Traceable
No score is a black box. Every pain point in SaasNiche links directly to the source Reddit threads that generated it. You can read the original posts, see the exact quotes we extracted, and judge the evidence yourself. If you disagree with a score, you have everything you need to make your own call. We think that's how validation tools should work.
See the scores in action
Browse 5,000+ scored pain points across 130+ professional niches — all backed by real Reddit evidence.