Subreddit threads and comment depth on the topic, not upvote counts alone.
Demand signals, search visibility, priced experiments
See where demand is forming. Then prove what converts.
Demand First tracks where your topic is moving on Reddit, YouTube, TikTok and community threads, watches which searches are emerging, fixes what search and answer engines cannot use, and then runs priced experiments for 30 to 90 days until you know what actually converts.
Free scan · No email · Nothing stored · Programmes run 30–90 days with declared stop rules
Free scan / result structureWhat you get back
One public pageEvery finding names what was observed on your page.
StructureGraded across
SEO
AEO / GEO
ASO / OFFER
AEO / GEO
ASO / OFFER
Checks that cannot be decided are dropped, not guessed
OutputOBSERVED + FIX
- Crawlers
- 7 AI agents
- Markup
- Parsed, not assumed
- Answers
- Lead block measured
- Offer
- Price visibility
- Severity
- Critical first
- Limits
- Stated every time
The problem
Attention moved. Most measurement did not.
Buyers now form opinions in community threads and get their answers from engines that summarise instead of linking. A page can be technically fine and still be invisible to every surface where the decision is actually made.
Demand First works the whole chain: where the demand is forming, whether you can be found and quoted there, and what a buyer will actually do about it at a stated price.
Demand signals
Watch where the conversation moves before it shows up in your funnel.
Signals are collected as exports and scored by a corroboration rule: a term is only ranked when at least two independent sources agree and it clears a volume floor. Anything thinner is reported as insufficient rather than dressed up as a trend. No always-on platform API is connected, and none is implied.
Which videos on the problem are being made, watched, and argued with.
Whether the topic is crossing into short-form, and in whose words.
Discords, forums, and niche boards where the buyer actually complains.
Which searches are growing, which are flat, and which you already rank for.
Four surfaces
Being findable is now four different problems.
Each surface has its own rules, and a page that satisfies one routinely fails the others. The free scan grades all four before any money changes hands.
Can a crawler use it?
Indexability, titles, canonicals, headings, internal links, and sitemap declaration.
Can it be quoted?
Valid structured data, question-shaped headings, and a direct answer where engines look for it.
Are AI crawlers even allowed?
robots.txt access for seven AI agents, plus the depth and structure that make a page reusable.
Is the listing working?
Title, subtitle, keyword field, screenshots, and description, when an app listing exists.
Then the part most agencies skip: testing it.
Fixing markup changes what is possible. It does not tell you what works. Every programme runs priced experiments — including A/B tests on the price proposition itself — with an exposure floor and a stop rule declared before results are seen.
Ranked terms with volume, velocity, engagement, recency, and which sources corroborate them.
The audit findings turned into rewritten pages, structured data, and answer-first content.
Message, channel, and price propositions tested against declared floors and stop rules.
What moved, what did not, what it cost, what is still unknown, and the next falsifiable step.
Programmes
Three lengths, because three different questions.
You were assigned the one programme fee structure. A single fee for the whole programme, paid before the work starts. Demand First runs its own pricing experiment, so the structure you see is the one you are quoted, held for 30 days.
Compare the programmesFind out whether demand exists at all, and where it is already being expressed.
Establish which message, channel, and price actually move a buyer.
Run enough tests in sequence that the winners stop being coincidence.
Evidence boundaries
What this work can—and cannot—tell you.
A clean measurement narrows uncertainty. It does not turn attention into revenue, or a fixed page into proven demand.
| Question | Evidence returned | Not proven |
|---|---|---|
| Demand signals | Where a topic is being discussed and searched, corroborated across at least two independent sources | That discussion volume equals budget, or that a trend will persist |
| Search and answer visibility | Whether crawlers, answer engines, and AI agents can reach, parse, and quote your pages | That being quotable guarantees ranking, citation, or traffic |
| Proposition | Which message and framing move a defined visitor toward a real action | That every positioning or segment has been exhausted |
| Price | Whether intent survives a visible commercial trade-off, tested across structures | That a pricing click is revenue or procurement approval |
Have a live page?
Run the free scanScan it. It costs nothing and takes seconds.
No email, no account, nothing stored. You will see exactly what a crawler gets.
Nothing built yet?
Read the full methodologyTest the proposition before you build it.
The founding Demand Test Sprint puts one priced B2B proposition in front of a defined buyer and returns BUILD, REFINE, STOP, or INSUFFICIENT SIGNAL.