Stack Exchange is where people spell out the exact problem they're stuck on. Mine the answers for angles.
Every Stack Exchange thread is a problem stated precisely, then a set of answers naming the fix, the workaround, and the tool people reached for instead. Adlicio reads the questions and answers under any public Stack Exchange thread and ranks the patterns into structured ad angles, each tagged with the tension, the objection, and a candidate hook line. No API key, no code.
Browser-based. No Stack Exchange API. Your first brief in 60 seconds.
Why Stack Exchange comments are worth mining
Stack Exchange, across Stack Overflow and its sister sites, is the web's clearest record of specific problems and how people solve them. A question is a pain point written out in detail; the answers are the workarounds, the tools, and the trade-offs people actually use. For any product that solves a problem someone is asking about there, the thread is a ready-made list of the friction your offer removes and the alternatives you're up against.
That signal is rarely mined for marketing, because reading across long Q&A threads by hand is slow. Adlicio reads the public questions and answers under a Stack Exchange thread and runs them through the same angle engine as the rest of the platform, clustering the recurring problems and named workarounds and ranking them into a brief you can test as ad copy or paste straight into Claude.
What you can do with Stack Exchange comments
- Mine the questions in your category for the exact problem people are stuck on, then write your hook around the friction your product removes.
- Pull the accepted answers and workarounds to map the alternatives people reach for, and position against them by name.
- Lift the verbatim language people use to describe the problem to write copy that proves you understand it, not marketing fluff.
- Build a friction bank from the most-upvoted questions so every campaign leads with a pain the audience has literally typed out.
Stack Exchange scraper FAQ
Does this need the Stack Exchange API?
No, you don't have to touch it. Adlicio reads the publicly visible questions and answers on a thread, the same content any visitor sees, with no setup and no code.
What can it pull from Stack Exchange?
The public question and its answers on a thread, the text and the votes where shown, which feed the same angle engine used for every other source.
How is this different from Hacker News?
Hacker News is debate and opinion; Stack Exchange is problem-and-solution. The threads here give you the precise pain someone is trying to fix and the exact workaround they settle on, which is a different, more literal kind of angle.
Is scraping Stack Exchange threads allowed?
Adlicio reads publicly visible questions and answers and takes no action on your behalf, it doesn't post, vote, or comment. It reads what's already public, just across far more content at once.
What do I actually get back?
A structured brief: the recurring problems and named workarounds ranked by frequency, the angles each supports, and the verbatim Stack Exchange quotes behind them, ready to test as ad copy or drop into Claude or ChatGPT.
Turn Stack Exchange comments into your next ad angle.
Get started free. No credit card. Mine Stack Exchange alongside 15+ other platforms in one brief.
Free to start. No credit card.
product URL, competitor, or keyword
- Buyer repeat
- pain stack
- Belief gap
- objection map
- First test
- hook + brief