Every Post, Classified by Multiple LLMs
We don't summarize a sample. We classify every single Reddit post by multiple LLMs for highest accuracy. So you know exactly where the pain points, requests, and money talk are.
Every post gets classified, not just the loud ones
Most tools summarize a handful of top posts. We classify each and every post scanned across your tracked subreddits, so quiet threads with real signal don't get lost.
Multiple LLMs vote on every classification
A single model can misread a post. We run each post through several LLM providers and only settle on a category when they agree, so the result holds up under scrutiny, not just a single model's best guess.
When providers disagree, we map the post into "Other" instead of guessing.
Nine categories built around actions
Not generic tags. We map each post into purposefully built categories around actions: what to build, what to fix, what to charge for, and what to create content about next.
Frustration, complaints, or negative experiences
Looking for fixes, recommendations, or comparisons
Guidance on decisions, strategies, or how-to
Business ventures, partnerships, feature requests
Pricing, costs, intent to purchase
Discussing specific tools, software, or products
Personal projects, products, or success stories
Market movements, industry trends, research
Doesn't fit elsewhere, or low confidence
Product Positioning
Speak directly to what your audience cares about. Build features that matter.
Content Strategy
Create content around the categories with the most posts. Answer questions people are already asking.
Market Research
Understand market gaps and unmet needs. Find white space opportunities.