See what people really say about your competitors
Review sites are gamed and analyst reports lag. Reddit is where buyers compare tools honestly. Capture that sentiment and rank where the gaps and switching triggers are.
The problem
Public reviews are incentivized, sparse, and often written at the extremes. They rarely explain why someone is quietly looking to switch.
The honest comparisons — "we moved off X because of Y" — happen in Reddit threads, scattered across dozens of communities and impossible to track by hand.
Miss them and you are guessing at your market’s real objections, your rivals’ weak points, and the moments that make a buyer reconsider.
How it works
- 1
Name the market
Describe the category, competitors, or switching question as a claim to investigate.
- 2
Collect the chatter
We pull the threads where buyers compare tools, complain, and recommend alternatives.
- 3
AI classifies each one
Threads are scored for sentiment and tagged with the gap or trigger that drove the conversation.
- 4
Rank the insights
A report surfaces the strongest switching triggers and unmet needs across the whole market.
What the report looks like
Every thread that names a tool is scored for sentiment toward that tool and tallied, so you see mindshare and how people actually feel — not incentivized review-site stars.
Illustrative example
A representative run — not a measured result — to show the shape of the output.
“Buyers are quietly switching away from legacy social-listening suites.”
Negative sentiment clusters around price and setup complexity for the incumbents, while a cheaper challenger draws consistently positive mentions and explicit “we switched” stories.
Takeaway. The switching trigger reads as cost-to-value, and the report names exactly which complaints to position against.
Why it works
Honest sentiment
Read how buyers really talk about each tool, away from incentivized review sites.
Competitor weak points
Find the recurring complaints about rivals that you can position directly against.
Switching triggers
Learn the exact moments that push a buyer to reconsider — and meet them there.
Market gaps
Spot the needs nobody in the category serves well yet, ranked by how often they come up.
Under the hood
Sentiment, per tool
sentiment_toward_tools (positive / negative / mixed / neutral) is captured for each tools_mentioned entry, giving a per-competitor read.
Mindshare by tally
Counting mentions across classified threads yields a candid mindshare ranking that review sites can’t.
Honest by construction
Sourced from unincentivized public threads, with a link back to every comment behind a score.
Frequently asked questions
Why use Reddit for competitor research?
Reddit is where buyers compare tools candidly and explain their reasoning, which review sites and analyst reports rarely capture.
Can I track specific competitors?
Yes. Scope the claim and queries around named tools, and the report ranks the sentiment and complaints tied to each.
Does it measure sentiment?
Each thread is scored and tagged so the report shows where sentiment is positive, negative, or actively driving switching.
How is this different from social listening tools?
Rather than counting mentions, it classifies the reasoning in each thread and ranks the underlying gaps and triggers.
Can I monitor the market over time?
Yes — re-run the same claim periodically to track how sentiment and switching triggers move.
Keep reading
Map the landscape before you bet on a direction
Map an entire space before you commit to a direction.
Read →Research any sector and catch trends before they are obvious
Analyze any sector and spot emerging trends from real talk.
Read →Reddit market research: reading a market in its own words
A founder spends six weeks and a chunk of budget on a survey, then learns more from one afternoon reading a niche subreddit. This is how to do Reddit market research on purpose instead of by accident.
Read →Reddit social listening
A pricing complaint surfaced in three unrelated subreddits in one week, months before it reached the support queue. Social listening is the discipline of catching that pattern early, in aggregate, and deciding what to do before it becomes a trend.
Read →The state of Reddit-research tools in 2026
The category leader shut down over Reddit’s API terms. Here is the state of Reddit-research tools in 2026 — and the gaps still open.
Read →Methodology
Exactly how a claim becomes a ranked, sourced report.
Read →