Why we built this instead of buying it
Most content on "SEO, AEO, GEO automation" comes from platforms selling a dashboard: a tool that scores your site and tells you what to fix. We're an automation engineering firm, so we asked a narrower question — could the fixing itself be automated, end-to-end, without a human opening a CMS?
We pointed the answer at our own site first. Not a client's, and not a demo environment — the live salyant.co.uk you're reading this on right now.
SEO, AEO and GEO, briefly
The three overlap but reward slightly different signals. SEO is about traditional crawlability, indexing and keyword-driven ranking. AEO is about structuring content — FAQ blocks, schema markup, concise direct answers — so it can be lifted whole into a featured snippet or voice answer. GEO is about topical authority and citability: whether a generative model like ChatGPT or Perplexity is likely to reference your content when it synthesises an answer. An automation that only handles one of the three misses most of the actual work.
The architecture: scan, rewrite, gate, publish
The engine runs as an n8n workflow on an hourly trigger, structured in four stages:
- Scan — crawls the live site and checks each page against a running checklist: missing schema, thin meta descriptions, weak snippet structure, internal linking gaps.
- Diagnose & rewrite — for anything that fails the checklist, drafts the fix directly: a schema block, a rewritten intro, a new FAQ entry.
- Design gate — every proposed change is checked against a canonical template before anything ships, so a fix can't land as unstyled HTML or break the layout.
- Publish — passed changes are auto-committed straight to the site's repository. No manual deploy step.
That design-gate stage exists because we hit exactly the failure it's meant to prevent.
What broke, and what we learned from it
Early runs shipped a technically correct fix in the wrong place: a new navigation link was string-inserted right before the closing </nav> tag, which landed it outside the site's actual nav containers instead of inside them. The content was fine. The placement wasn't.
The fix wasn't to slow the automation down — it was to give it a stricter contract. We now mark the exact insertion points in the template with explicit markers the workflow has to target, and nothing publishes until it's validated against that template. The lesson generalises: an automated content fix is only as safe as the guardrail checking where it lands, not just what it says.
Where this is headed
The same engine is what now keeps this page — and the rest of salyant.co.uk — up to date without anyone manually editing HTML. We're rolling the same architecture out as a service for clients who want their own site scanned and maintained on the same cycle, with the same design-gate discipline before anything goes live.
Frequently Asked Questions
What is the difference between SEO, AEO and GEO?
SEO targets ranking in traditional search results. AEO structures content so it can be lifted directly into featured snippets and voice answers. GEO focuses on how content is cited by generative AI systems like ChatGPT and Perplexity. They overlap, but reward different signals.
Can SEO, AEO and GEO actually be automated?
The audit and fix-drafting stages automate well — they're repeatable and rules-based. Publishing needs a guardrail: automated fixes should pass a design/template check before going live, so nothing ships broken or off-brand.
How often should an automated SEO/AEO/GEO scan run?
It depends on how often the site changes. An hourly cycle suits a site under active iteration, since new pages and edits get audited almost as soon as they're published.
What can go wrong with automated SEO fixes?
The most common failure is a fix that's technically correct but lands in the wrong place — an unstyled page or a navigation link outside its container. A validation step against a canonical template matters as much as the fix itself.
Want this running on your own site?
Speak to a Salyant automation architect about deploying the same scan-rewrite-gate-publish cycle for your SEO, AEO and GEO visibility.
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