Topic Engine
Never guess what to write. We find the questions that get you named.
The Topic Engine blends what people search on Google and Bing, the gaps where AI assistants don't cite you yet, and the questions competitors rank for - then keeps only the fresh, original topics worth writing.
It listens to 15+ live sources - here's a few
How it works
It decides what you publish next - so it gets cited
It listens to your market
Every buyer segment gets a live signal cache, refreshed every 6 hours, from 15+ sources - Reddit, YouTube, news, podcasts, research, plus your own Google & Bing search-demand data.
15+ live sources · refreshed every 6h · per buyer segment
It targets where AI ignores you
It pulls the exact questions your audit found you are NOT named in AI answers ("MISS" queries), plus the questions your site does not cover yet and the ones competitors get cited for.
Built from your MISS queries + coverage gaps + competitor citations
It forces an original angle
It first reads what the web already says on a question, then requires every topic to add something new and defensible - a real number, first-hand data, or a named framework. Six angle types, mapped to one of your services.
~40 topics per batch · 6 angle types · one falsifiable claim each
A judge keeps only the winners
Every topic is auto-checked on three things and the weak ones are dropped and replaced - so you only ever see topics worth writing.
Fresh + Original + Information-gain, scored 0-10 each
Inside your Topic Engine
You see the work, not a black box
Every topic ships with its angle, its one specific claim, the live sources behind it, and a judge score - the real screen you get in Studio.
Total topics
42
Avg score
7.4
Services covered
6
Dedup rejected
11
Rolling reserves beat 'clean' processors for CBD merchants
8.4The real cost of a chargeback isn't the fee - it's the 90-day cash gap
7.6Why 'instant payouts' quietly cost high-risk merchants more
7.9"Online Payments Guide: Methods, Costs, and Speed"
The web already says this a thousand times over - nothing new to add. Low info-gain, so it's dropped and a replacement is generated.
"Rolling reserves beat 'clean' processors for CBD merchants"
A specific, first-hand claim the web doesn't have - exactly the kind of fact an AI answer quotes and names you for.
Why it works
AI cites the source of a specific fact - not the 500th "ultimate guide"
AI engines pull the specific, quotable claim into their answer - and name where it came from. The Topic Engine forces every article to carry one of those claims, aimed at a question where you're currently invisible.
Generic keyword tools hand you the same article hundreds of sites publish. This does the opposite: it reads what everyone already says, then deliberately writes what they don't - and shows you the sources and the judge score behind every pick.
See the questions AI is answering without you
A free audit surfaces your MISS queries - the exact prompts where AI names a competitor. It's where the Topic Engine starts. Named in AI answers in 90 days, or we work free until you are.
From the blog
The latest from our content engine.
Original-data articles, case studies, and AEO research from our content engine - the same pipeline we run for clients.
