// SEO · Core Web Vitals · AI Search
SEO You Can Actually Measure
We work in five layers: the technical foundation and Core Web Vitals, on-page structure and schema, local search, content built around real questions, and visibility inside AI answers. The technical layer comes first, because content on a slow, broken site is money set on fire.
loads fast
responds fast
stays steady
Google’s published “good” thresholds — the targets we build toward. Real sites vary, and no one can promise a ranking.
// Definition
What Does Engineer-Led SEO Do Differently?
It fixes the layer most agencies can only describe. Technical SEO means changing how a page is built: what loads first, what blocks rendering, how the markup is structured. That work needs someone who can edit the code, not someone who can install a plugin and read you the score.
Here is the honest version of how this usually goes. An agency runs a speed test, sends you the red number, and recommends a caching plugin. The number moves a little. The underlying problem, which is usually too much JavaScript doing too much work on a mid-range phone, is still there. We start there instead of ending there.
// What we build
Five Layers, In This Order
The order matters more than the list. Skip the foundation and you pay for content that cannot rank.
01.
Technical and Core Web Vitals
Crawlability, indexation, render-blocking resources, image weight, and the three vitals Google measures. This is the layer that needs code changes, and it is the one we start with every time.
02.
On-page and schema
Titles, headings, internal links, and structured data that describes what the page actually is. Schema stopped being about winning a star rating and became about being readable by machines that answer questions.
03.
Local search
Your Google Business Profile, consistent details across directories, review velocity, and local schema. For a service business the map pack is usually where the calls come from, so this is rarely optional. Getting reviews asked for and answered is part of this layer, not a separate service. See how we handle reviews.
04.
Content around real questions
Pages built from what your customers actually type, grouped so they support each other instead of competing. Fewer pages, each one worth reading, beats a blog nobody asked for.
05.
Visibility in AI answers
Structuring pages so AI Overviews, ChatGPT, and Perplexity can lift a clean answer and credit you. It is part of the SEO work, not a separate product with its own invoice.
// Core Web Vitals
Faster Pages, in Business Terms
Google measures three things about how your page feels to a real person on a real phone. Here is what each one means without the acronym fog.
Field data across the web shows interaction responsiveness, INP, is the vital sites most often fail. It is also the hardest of the three to fix, because the answer is usually to remove work rather than to add a plugin. That is exactly why it stays broken on most sites, and why it is worth doing.
LCP: does anything appear?
How long until the visitor sees the main thing they came for. Target is under 2.5 seconds. Miss it and a chunk of your traffic leaves before your site has said a word.
INP: does it respond when tapped?
The lag between a tap and something happening. Target is under 200 milliseconds. This is the one most sites fail, and the one that makes a phone feel broken.
CLS: does it jump around?
Whether the page shifts under a thumb mid-tap. Target is under 0.1. Usually caused by images without dimensions, and usually a quick fix once someone bothers to look.
// AI search
How Do You Get Cited by AI Overviews, ChatGPT, and Perplexity?
By answering the question in the first forty words, under a heading that matches how someone asked it, with structure a machine can lift cleanly. AI engines quote passages, not whole pages. A page that buries its answer in paragraph four gets skipped, however good paragraph four is.
There is a real opportunity here for smaller sites. Classic ranking rewards authority you have to spend years accumulating. Citation rewards clarity, which you can fix this month. It is one of the few places where being small is not a disadvantage.
We build this into the SEO work rather than selling it separately. Anyone charging you a second retainer for a checkbox is selling you the word, not the work.
// FAQ
SEO FAQ
Can you guarantee I will rank first?
No, and neither can anyone else. Nobody controls Google’s index. What we can promise is the work: a faster site, correct structure, clean markup, and content aimed at what people actually search. Anyone guaranteeing position one is either misinformed or hoping you are.
How long before I see anything?
Technical improvements show in weeks, because speed is measured directly rather than judged. Ranking movement usually takes three to six months, longer in a competitive city. If your site is already fast and well built, expect the slower end, because the easy wins are already taken.
What are Core Web Vitals in plain English?
Three measurements of how your page feels on a real phone: how fast the main content appears, how quickly it reacts to a tap, and whether it jumps around while loading. Google uses them as a ranking input, and visitors feel them whether or not Google counts them.
Is AI search actually worth worrying about?
Yes, but not as a separate product. AI answers now appear on a large share of searches and they change how many people click through. The fix is structural: answer clearly and early, mark up the page properly. That is the same work that helps normal search.
Do I need a new website first?
Often not. Most sites can be fixed in place, which is cheaper and keeps whatever ranking you already have. If the platform itself is the problem, we will say so and explain why rather than quietly selling you a rebuild you did not need.
What do I actually get each month?
A short report of what changed, what moved, and what is next, in plain language. No 40-page PDF of charts nobody reads. If a month was mostly technical work with no ranking movement yet, the report will say that, because that is what happened.
// Free audit
Let Us Map Your Gaps
Send one message. We reply within one business day to set up a 30-minute call, and you leave that call with the two or three changes that would move your numbers most. No pitch deck, no retainer talk, just the gaps we find.
Free, and the findings are yours to keep · You watch it work before you pay · No long contract · Everything stays in your name · We will tell you if we are not the right fit