Built from the live SERP, not the model's memory.
Every article starts with what's actually ranking right now. Competitors, People Also Ask, community intel — read before a word gets written.
“Write from what's ranking, not what the model remembers”
A draft written from a model's memory is confident, fluent, and about nothing in particular.
Trained, not current
A language model knows what was true when it was trained, not what's ranking for your keyword this morning.
You publish against a SERP that moved months ago.
The live SERP is pulled for your exact keyword every time research runs.
Titles aren't research
Skimming the first page's headlines tells you which pages exist, not what any of them actually cover.
You miss the sections every ranking page has, and the draft reads thin beside them.
Ranked competitors are read down to their heading structure, not just their titles.
Nobody asks the real questions
The follow-up questions people actually type never reach a brief written from a keyword alone.
The article answers the query and none of the follow-ups, so readers leave for one that does.
People Also Ask, plus Reddit and Quora threads, are read before the outline is built.
What actually happens
Three steps, not a black box.
It reads what's ranking right now
Live results for your exact keyword. No cached snapshot. No purchased database standing in.
- Live results, not remembered ones
- Ranked competitors and their headings
- Refreshed for every new keyword
Every step, spelled out
It reads what's ranking right now
Live results for your exact keyword. No cached snapshot. No purchased database standing in.
- Live results, not remembered ones
- Ranked competitors and their headings
- Refreshed for every new keyword
It harvests the questions buyers ask
Real questions people ask, pulled straight into the research packet.
- Real questions from the SERP
- Feeds directly into the outline
- No manual copy-paste from Google
It checks Reddit and Quora
Read for how people actually talk about the topic. Not just what ranks on Google.
- Reddit and Quora, not just Google
- Surfaces language buyers actually use
- Included automatically, no extra setup
One of 6 capabilities inside Content Engine.
“Write the pages I'm missing” — Content & Keywords
- 1SERP research, not guessworkYou are here
- 2Outlines you can actually edit
- 3Drafts in minutes, not days
- 4Editorial control
- 5Featured images from your brand kit
- 6Brand kits that reach the output
Questions people ask
No — the research step pulls the current SERP for your exact keyword before drafting starts. It's live, not remembered.
Yes. The research feeds the outline step, which you can edit before anything is drafted.
It pulls live search results for your exact keyword each time — no purchased keyword database standing in for real data.
The top ranked results plus their heading structure, not just titles — enough to know what the page has to cover.
Yes — research runs against whatever is actually ranking today, even a keyword with only a handful of results.
Try serp research on your next article
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