MTR · SEO基礎

The infrastructure AI engines learn to trust.

The MTR is the backbone the city is built on — every line threads through it, every journey depends on it.

SEO is that backbone for AI visibility: the technical foundation that makes your site crawlable, structured and citable.

The short answer

Search Engine Optimization (SEO) is the practice of making a site crawlable, fast and structurally clear so search engines can read, trust and rank it.

It covers technical site health, schema and entity clarity, site architecture and internal linking, and on-page metadata — the foundation that GEO and AEO are built on, because AI engines only cite sources they can first reach and understand.

How the line runs

Scan. Track. Evaluate.
Then run it again.
Scan. Track. Evaluate.
Then run it again.

週而復始

SEO is not a one-off audit — it is a loop. Every cycle reads the same live data, so each round of fixes is judged on what actually moved, and the next priority is already waiting when you finish the last one.

Stage 01

Scan

We crawl the site and connect your search data, so the starting line is measured rather than assumed.

Technical crawl

Crawlability, indexation, canonicals and Core Web Vitals.

Search Console connected

Queries, pages, clicks and impressions.

Backlink profile

Referring domains, authority and dofollow ratio.

Page scoring

Every URL rated on SEO, GEO and AEO readiness.

Run the scan
Stage 02

Track

Positions, pages and links are followed over time, so movement is measured instead of remembered.

Keyword positions

Current rank, previous rank and a 30-day trend line.

Page performance

Clicks, impressions, CTR and average position.

Link movement

New and lost links, anchor text and link velocity.

Weekly snapshots

So nothing slips between monthly reports.

See it live
Stage 03

Evaluate

The data is read, not just displayed. Every finding is scored and ranked before it reaches you.

Priority scoring

Every finding ranked critical through low.

Three answers per item

What the data shows, what to do, what it moves.

Wins surfaced

So you know what is working and worth protecting.

One composite score

Rankings, site health and authority blended.

See the fixes
Stage 04

Improve

Fix, publish, re-check. The next sync measures the result and the list rebuilds itself.

Fix roadmap

Prioritised, not a sixty-page PDF.

Tools built in

Schema, sitemaps and metadata generated in the cockpit.

Re-check

Re-run the audit and the next sync confirms what closed.

Always next

The following priority is ready when the last one is done.

Start now
Inside the cockpit

Six modules.
One source of truth.
Six modules.
One source of truth.

Everything below runs on live data pulled from Google Search Console, Google Analytics and our own crawler — refreshed on a schedule, not typed in by hand.

Search Console

Keyword Rankings

Every tracked keyword with its current position, the position it held last period, search volume and a 30-day trend.

Current vs previous rankSearch volume30-day historyTop 3 / 4–10 / 11–20 / 21+
Search Console

Top Pages

Which pages earn clicks and impressions, with the CTR and average position behind each one, plus real sessions from Analytics.

ClicksImpressionsCTRAverage position
Live crawl

Site Audit

A technical health score out of 100 with every issue found, split into critical, warning and info — each with what it affects.

Health score /100Critical issuesWarningsCrawl & indexation
Link index

Backlinks & outreach

Referring domains, authority and the dofollow split, which links you gained or lost, and an outreach pipeline tracked to acquired.

Referring domainsDomain authorityDofollow ratioNew & lost links
On-demand

Page Analyser

Drop in any URL and get it scored on SEO, GEO and AEO, with the findings behind each score and the keywords it should be targeting.

Per-page scoresFindings by areaSuggested keywordsContent gaps
Editorial

Content Pipeline

Topics matched to keywords you can realistically win, scheduled on a calendar, then measured against their search performance once live.

Suggested topicsPublish calendarPost-publish performanceRefresh candidates
What an evaluation says

Not a dashboard.
A decision, ranked.
Not a dashboard.
A decision, ranked.

This is the same engine that runs your cockpit, shown against example data. Every item is scored from your live records and ordered by impact, so the top of the list is always the next thing to do.

Working well

  • 9 keywords in the top 3

    Your strongest positions — protect these pages and use them as internal-link sources.

  • Site health at 88/100

    Technically clean — nothing is blocking crawl or indexation.

  • 12 keywords moved up

    Recent optimisation is working; the same approach applies to the page-one list.

Every evaluation is ranked critical through low and carries the metric to watch, so progress is judged on movement — not on how busy the month looked. The list rebuilds on each sync, which is what closes the loop.

Critical01

3 critical issues to fix

Metric

Critical issues open

What the data shows
Robots directive blocking /services/* · duplicate canonical across the blog · soft 404 on /resources/downloads
What to do about it
Give each critical issue an owner and a fix date, then re-run the audit to confirm it closed.
What it moves
Removes the blockers that cap both your rankings and your AI visibility.

How to run it

  1. 1Open Site Audit and filter severity to Critical.
  2. 2Fix one issue per page, highest impact first — crawl blocks, indexation errors and broken canonicals before anything cosmetic.
  3. 3Re-run the audit and confirm the count drops to zero.
High02

14 keywords on page one, outside the top 3

Metric

Keywords in the top 3

What the data shows
seo agency hong kong · geo vs seo · answer engine optimization · technical seo audit …
What to do about it
Strengthen these target pages with the questions and comparisons searchers ask, and add internal links from your strongest pages.
What it moves
Moving from position 4–10 into the top 3 typically multiplies clicks several times over.

How to run it

  1. 1Open Keyword Rankings and filter to positions 4–10.
  2. 2Add the questions, comparisons and specs searchers ask to each target page.
  3. 3Link to those pages from your strongest existing pages, then watch the next sync.
Medium03

6 pages earning impressions but few clicks

Metric

Average CTR

What the data shows
These pages appear in search but click through on under 1.5% of impressions — the listing, not the content, is losing the click.
What to do about it
Rewrite the title tag and meta description around the searcher's intent, and add a concrete number or the year where it fits.
What it moves
Lifts clicks from traffic you are already earning, with no new content required.

How to run it

  1. 1Open Top Pages and sort by impressions, then read the CTR column.
  2. 2Rewrite the title tag and meta description around the intent the query shows — front-load the answer and add a number or the year.
  3. 3Check back after the next sync; a good rewrite usually shows within two weeks.
What You Get

What lands
in your cockpit.
What lands
in your cockpit.

Every engagement starts with the MTR line — the technical foundation every other line depends on. You get a prioritised, measurable fix roadmap, not a 60-page PDF.

Foundation
  • Technical SEO audit & prioritised fix roadmap
  • Schema markup deployed and validated
  • XML sitemap & robots strategy
Structure
  • Internal linking architecture that passes authority to your key pages
  • Core Web Vitals remediation for faster, steadier page loads
  • Title tag & metadata rewrites tuned for click-through
Reporting
  • Google Search Console & Analytics connected
  • Keyword ranking tracking & movement alerts
  • Monthly client-ready performance report
Good to know

Questions
before you board.
Questions
before you board.

More than ever. AI models train on and cite well-structured, authoritative, crawlable pages. Without the SEO backbone, GEO and AEO have nothing to climb on.

First movement comes in weeks — crawl and indexation fixes usually show in the next monthly sync. Rankings and authority then compound over 3–6 months as engines re-evaluate the site.

Both — we deliver a prioritised roadmap and can implement schema, metadata and architecture fixes directly with your team.

Every finding is scored from your live data and ranked critical through low, with the metric to watch attached, so you always know which single thing moves the needle next.

Yes — structured, crawlable, entity-clear pages are the prerequisite models reach for before they cite a source.

Read-only access to Google Search Console and Analytics, plus a short call on your priorities. We handle the audit, the roadmap and the first round of fixes.

Clicks, impressions, average position and CTR from Search Console, joined with real sessions and engagement from Analytics — the same numbers your cockpit shows, refreshed on a schedule.

Ideal. We plug in as the measurement layer and second opinion — the scan, the ranked fix list and the per-page analysis — while your team ships the changes.

Ten. Seven global — Gemini, ChatGPT, Claude, Perplexity, Copilot, Grok and Google AI Mode. Three Asia-led — DeepSeek, Kimi (Moonshot AI) and Qwen (Alibaba). SEO is what makes the pages those engines can reach and trust; the citation work built on top of it is the GEO line.

Free GEO Compass Scan

Fix thefoundation.

先把地基打穩。

Technical health, crawlability and search performance — the base every citation stands on. The Compass Scan shows you where it's solid and where it leaks.