Self-learning SEO content that proves it ranked.
Most SEO tools grade your draft against whoever ranks today — and stop there. Content Caliber publishes, then measures the two things that actually matter: did you rank, and did AI answers cite you. Every result rewrites the next brief. The loop compounds.
Publishes to WordPress, Shopify, Webflow, Ghost, HubSpot, Wix, Contentful, Sanity, Storyblok, Payload — or any webhook. Measures with your Google Search Console.
Plans start at $49/mo at launch — waitlist members get founding-member pricing. One email when your spot opens. Privacy
The problem
Every other AI writer stops at the draft.
They grade you against a snapshot of today's SERP. Even the ones that plug into Search Console just draw you a chart — none of them turn what happened after you published into the instructions for the next article. So the tool never improves, and neither does your site.
Match whoever's winning today
Score a draft against the current top 10, hand you a number, and walk away. What happened after you published never comes back into the tool — so it can't improve, and it's the same advice for a brand-new store and an established authority site.
Measure the outcome, then compound
Publish, then measure the real ranking lift your article caused — filtering out the noise of algorithm updates and seasonality. The system learns what wins on your site and does more of it.
How it works
The loop your competitors don't have.
Five moves, then it starts over — sharper. Every other writing tool stops at "write." Content Caliber keeps going, because the value was never the draft. It's what a self-learning system knows after it watches the draft go live.
Research
Live search demand, SERP, and competitor signals — plus your own performance data.
Write
The whole editorial pipeline: brief, draft, expert review, fact-check, on-page, internal links, structured data.
Publish
Straight into your stack — WordPress, Shopify, Webflow, Ghost and seven more. Or copy it out yourself. Your call.
Measure
We read your Google Search Console and isolate the real ranking lift your article caused. Not a guess. Not correlation.
Learn
What ranked gets repeated. What didn't gets dropped. Article twelve is written by a system that watched eleven of your own pages.
One cycle, end to end
Watch one cycle, end to end.
An illustration of one cycle — not a customer result. We're pre-launch, and we're not going to invent numbers.
Find the winnable keyword, not the biggest one
The system finds a query your three closest competitors rank for and you don't, sized to what your domain can realistically win right now. Not the biggest keyword. The winnable one.
Research to published, without you in the loop
Brief, draft, expert review pass, fact-check, internal links into pages you already have, structured data. Published straight into your CMS.
Both surfaces, not just the blue link
Search Console reports impressions, average position and clicks for that URL. In parallel we snapshot whether the AI Overview on that query has started citing you.
Separate the article from the weather
We separate what your article caused from what your whole site was doing anyway — so a core update or your busy season doesn't get credited to the article, and doesn't get blamed for it either.
The result rewrites the next brief
The result updates what the system believes about your site: which formats, depths and angles earn position here. The next brief is written against that, not against a generic top-ten average.
Then it does it again. Article twelve is written by a system that has watched eleven of your own results.
AI search
Ranking #1 is only half the job now.
More and more searches end inside an answer — a Google AI Overview, a ChatGPT reply, a Perplexity summary — and never reach a blue link. Page one doesn't help you if the answer sitting above it cites somebody else. Content Caliber tracks both surfaces: where you rank, and whether you get cited.
See when AI answers cite you
For every keyword we work, we check whether Google ran an AI Overview — and whether your page is one of the sources it cited. Cited, present but uncited, or absent. You stop guessing about the box that sits above your ranking.
Written to be quotable
Answer engines lift clear, self-contained, verifiable passages. Every article ships with direct answers, clean structure, and structured data — the things that make a page easy to quote — plus the fact-checking pass that makes it safe to quote.
No invented "AI share of voice"
Plenty of tools will sell you a made-up score for how visible you supposedly are inside ChatGPT. We won't. We report what can actually be observed — whether an AI Overview ran on your keyword, and whether it cited your URL. A real signal beats a confident number.
Why it's different
Most AI writers forget. This one remembers.
Any tool can write. The hard part is knowing which of the things you published actually worked — and then doing more of that. That's the entire difference, and it comes down to four things.
It proves it worked
We connect to your Google Search Console, then filter out the noise of algorithm updates and seasonality, so you see the lift your content actually caused — not a vanity score. Every other tool reports what happened. This is the only one that rewrites its own strategy because of it.
It learns your site, not your industry
The self-learning model is trained on your results, not an industry average. A new store and an established authority site get different strategies, because they've earned different things — never boilerplate.
Fact-checked, linked, and finished
Keyword research, competitor gap analysis, brief, draft, an expert review pass, a fact-check on every claim, internal links wired into the pages you already have, and structured data — a finished article, not a draft you have to rescue.
You can walk away
Connect your CMS — one of eleven, or your own webhook — and it researches, writes and publishes on a cadence you set. Every piece is quality-gated to earn rankings, built to pass Helpful Content rather than game it. You only look at what it flags.
Who it's for
Drive it yourself, or forget it exists.
Founders & store owners
No SEO knowledge, no time, no dashboard to babysit. Connect your store, approve a plan once, and it researches, writes and publishes on a schedule. It only interrupts you when something needs a human. SEO you can genuinely walk away from.
Get my store in →Agencies & in-house teams
The full machine across every client site — with hard isolation between them, so nothing from one client's data ever informs another's. Briefs, review queues, per-site learning, and reporting you can hand a client: here is the article, here is the lift it caused. One login, up to ten sites on the agency plan.
Get my agency in →Who's building this
One person is accountable for this.
I got tired of watching content tools grade a draft against a SERP snapshot and then never look back to see whether anything actually happened. Content Caliber is the tool I wanted: it publishes, it reads Search Console, and it changes what it does next based on what it finds.
It isn't finished. I'm onboarding sites in small waves so I can watch every one of them properly. Email me directly at hello@contentcaliber.co and you get me, not a ticket.
— Sevak Mardirosian, founder
Questions
Straight answers.
What is Content Caliber?
Content Caliber is a closed-loop SEO content engine for websites and online stores. It researches keywords, writes and publishes the article to your CMS, then measures what that article actually changed — where it ranks and whether AI answers cite it — and feeds those results back so the next article is better targeted. It is built for solo founders who want to walk away from SEO, and for agencies running many client sites.
Isn't AI content going to get me penalized?
Google doesn't penalise AI content. It penalises unhelpful content. That distinction is the whole product. Every article runs research, brief, draft, an expert review pass, fact-checking, on-page optimisation, internal linking and structured data before it goes anywhere near your domain — and anything that fails the quality gate never publishes, it gets flagged to you instead. Then the part no writing tool does: we find out whether it earned its ranking. A page that didn't is evidence, and the system stops writing pages like it.
I've tried AI writers. The output was garbage.
Fair. Here's the structural difference: a writing tool's job ends at the draft, so it never learns the draft was bad. Ours doesn't end until the article has been live long enough to measure. After a few cycles Content Caliber isn't writing generic articles about your industry — it's writing the specific shape of page that has already ranked on your specific domain. That's not a better prompt. It's a different loop.
Does Content Caliber track whether my content gets cited in AI Overviews and ChatGPT?
Yes, for AI Overviews. For every keyword Content Caliber works on, it checks whether Google showed an AI Overview and whether your page was one of the sources that Overview cited. It also snapshots the other answer surfaces on the result page — featured snippets, People Also Ask — so you can see when a keyword stops sending clicks and starts being answered in place. Content Caliber does not sell an invented "AI share of voice" score for private chatbot conversations; it reports what can actually be observed.
Which CMS platforms does Content Caliber publish to?
Content Caliber publishes directly to eleven destinations: WordPress, Shopify, Webflow, Ghost, Contentful, Sanity, Storyblok, HubSpot, Wix, Payload, and a generic webhook for any custom or headless stack. You can also skip publishing entirely and export the finished article yourself.
How much does Content Caliber cost?
Content Caliber launches at $49 per month for the Founder plan, which covers one site, and $199 per month for the Agency plan, which covers up to ten. Each plan includes a monthly article allowance — you are never billed per article, per keyword or per action, and there are no credits to top up. Waitlist members get founding-member pricing.
Early access
Get in before the first wave closes.
We're opening a small number of sites at a time so every one gets watched properly. Join now and founding-member pricing is yours at launch — whichever wave you land in.
Plans start at $49/mo for a single site and $199/mo for agencies running up to ten. Flat monthly — you're never billed per article.
Free, one field, ten seconds. Privacy