Search Reddit by meaning,
not keywords

ThreadScope is a semantic search engine for Reddit. Ask a question in plain English. Get ranked products, aggregated themes, and the source posts behind every insight.

🔍 software products people describe as "overkill"
1 Salesforce
overkill 847 posts
2 Jira
overkill 661 posts
3 Adobe Creative Suite
bloated 458 posts
4 HubSpot
too much 347 posts
5 Monday.com
complex 243 posts
How it works

From vague intuition
to structured intelligence

01

Search by concept

Type what you're looking for in plain English. "CRM tools people are switching away from." "Project management apps freelancers love." ThreadScope understands meaning, not just matches.

02

See ranked results

Products are ranked by how often they appear in matching discussions. Themes are automatically extracted and grouped. You see the landscape in seconds, not hours.

03

Drill into the source

Click any product to see the actual Reddit posts behind the data. Every insight is traceable. No black box, no hallucinations. Just real people saying real things.

See the full picture

Every result comes with context

Theme cluster

"Too expensive for what it does"

342 posts across r/smallbusiness, r/startups, r/SaaS. Peaks in January (renewal season) and after price hikes.

"We switched from Salesforce to a $20/mo CRM and literally nothing changed for our 5-person team."
r/smallbusiness · 847 upvotes
Theme cluster

"The learning curve isn't worth it"

289 posts concentrated in r/projectmanagement, r/freelance. Common with enterprise tools used by small teams.

"Spent two weeks setting up Jira for a 3-person project. We ended up going back to a shared spreadsheet."
r/projectmanagement · 1.2k upvotes
Theme cluster

"Great product, terrible pricing model"

198 posts. Users love the core product but feel nickel-and-dimed by per-seat pricing or feature gating.

"Figma is incredible but charging per editor when half my team just needs to leave comments is absurd."
r/userexperience · 634 upvotes
Theme cluster

"I just need the one feature"

267 posts. Users want a specific capability but are forced to buy an entire platform to get it.

"All I want is Notion's database feature without the rest of the bloat. Just tables with formulas. That's it."
r/productivity · 412 upvotes

Reddit knows what people think.
ThreadScope makes it searchable.

Product intelligence powered by millions of unfiltered opinions. No surveys, no focus groups, no guessing. Just the truth, ranked and sourced.