Write essays and threads backed by real evidence
Anyone can generate a generic draft now. Start instead from a ranked report of what your readers actually argue about, then write pieces that quote real people in their own words.
The problem
AI made first drafts free, which means generic first drafts are now worthless. The scarce thing is a grounded point of view that could only come from someone who actually listened.
That evidence already exists — in the threads where your readers ask questions, swap stories, and push back on each other — but mining it and pulling the right quotes by hand is slow.
So most writing either invents its examples or leans on the same recycled talking points, and readers can tell within a paragraph.
How it works
- 1
State the angle
Write the argument or topic you want to publish as a testable claim.
- 2
Pull the threads
We gather the discussions where your readers already debate that angle, comments and all.
- 3
AI ranks the material
Every thread is scored and tagged so the strongest points, stories, and objections rise to the top.
- 4
Write from the brief
Draft your essay or thread straight from the ranked evidence, quoting the linked sources.
What the report looks like
Instead of a table, this run hands you the strongest verbatim material — the best quote from each original poster and the sharpest reply — ranked by how much signal the thread carries.
Top quotes surfaced (illustrative)
- “I’ve tried four of these and still go back to a spreadsheet.” — original poster · pain_signal 86
- “The problem isn’t the tool, it’s that nobody trusts the data.” — top reply
- “I’d pay double if it just did the boring part for me.” — explicit willingness-to-pay signal
Illustrative example
A representative run — not a measured result — to show the shape of the output.
“The real bottleneck in adopting AI tools is trust, not capability.”
Across threads, the most-upvoted replies keep returning to verification and trust, handing an essay a spine of real quotes and a counter-argument worth pre-empting.
Takeaway. You open with a real voice and answer the objection your readers already raised.
Why it works
A point of view, not filler
Build the piece on what people actually believe and dispute, so it says something only you could have written.
Real quotes to cite
Pull the exact phrasing and stories from linked threads instead of inventing a hypothetical reader.
Objections, pre-empted
See the counterarguments your audience already makes and answer them before they close the tab.
Research-to-draft pipeline
Go from a question to a sourced outline in one pass, every time you need to publish.
Under the hood
Quote-ready output
best_quote_from_OP and best_quote_from_top_reply are extracted per thread, each with a link back to the source.
Objections, pre-mapped
Threads carry the disagreement, so you can see the counter-arguments before you publish.
One run, many pieces
A single claim usually yields enough distinct angles for a whole series.
Frequently asked questions
How is this different from an AI writing tool?
A writing tool generates prose from your prompt. This gives you the evidence — ranked real discussions, quotes, and objections — so what you write is grounded instead of invented.
Can it help with X threads, not just blog posts?
Yes. The ranked report works for any format; threads, essays, newsletters, and scripts all benefit from starting on real evidence.
Do I get sources I can quote?
Every ranked item links back to the original thread, so you can quote the exact wording and keep the context.
Will my writing still sound generic?
That is the point of starting here — building on specific, real disagreement is what makes a piece sound like a human who did the reading.
Can I reuse one report for several pieces?
Yes. A single claim usually surfaces enough angles for a whole series, so one run can feed multiple posts.
Keep reading
Write content about what your audience actually asks
Write about the questions your audience is actually asking.
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Read →How we score a thread for pain and willingness to pay
The exact schema that turns a messy Reddit thread into a rankable pain and willingness-to-pay score.
Read →Methodology
Exactly how a claim becomes a ranked, sourced report.
Read →