Worked examples bbc.com
Is bbc.com vibe coded?
Public service, forty languages, ancient devices. We fetched the homepage on 29 August 2026 and ran all 86 detectors over the raw HTML — the same scan you get from the box on the front page, frozen here so the numbers can be argued with.
www.bbc.com
Hand-written
Somebody sat down and made decisions. Several of them were opinions.
- Vibe tells
- 3
- Craft tells
- 6
- Confidence
- high
Plenty of signal to work with.
Where the score came from
- Platform fingerprintsnone
Artefacts of the tool, not of taste
- Colour, type and surfacenone
The visual defaults, applied unedited
- Layout and architecturenone
The shape a page takes when nobody asks what it needs to say
- Copy tellsnone
How the words were written
- Leftoversnone
Scaffolding never cleaned up
- Source and build1 hit
What is visible in the shipped code
- How it behaves2 hits
Weight, mobile, accessibility, SEO — where the money leaks
- Human craft6 hits
Evidence of deliberate decisions
Evidence
9 findings- +12
Accessibility gaps
67 images with no alt. Adding these requires knowing why they matter.
- −9
Skip-to-content link
A keyboard skip link exists. Generators do not do this.
- +8
Dependency sprawl
6 third-party asset hosts and 60 script files. Each sub-problem got whatever library was most popular in the training data, and nothing was ever consolidated.
- static.files.bbci.co.uk
- www.bbc.co.uk
- static.bbci.co.uk
- cdn.optimizely.com
- cdn.tinypass.com
- emp.bbci.co.uk
- +8
Fixed pixel widths that will overflow a phone
Hard pixel widths wider than a phone. Layouts break at sizes nobody prompted for, because desktop was the only viewport that got looked at.
- width: 1007px
- width:1280px
- −7
Hand-written ARIA
120 explicit accessibility attributes.
- −7
Self-hosted typography
Fonts are self-hosted rather than pulled off a CDN.
What we read
- title
- BBC Home - Breaking News, World News, US News, Sports, Business, Innovation, Climate, Culture, Travel, Video & Audio
- generator
- —
- server
- BBC-GTM
- status
- 200
- html
- 619.1 KB
- words
- 2,577
- fetched in
- 636 ms
Reading this score
bbc.com landed on 10/100, which puts it in the hand-written band. That number is not a percentage and not a probability — it is strength of evidence: 28 points of tells, damped by craft, less 39 points of deliberate decisions, mapped through one logistic curve.
What pushed it up
- Accessibility gaps +12 — 67 images with no alt. Adding these requires knowing why they matter.
- Dependency sprawl +8 — 6 third-party asset hosts and 60 script files. Each sub-problem got whatever library was most popular in the training data, and nothing was ever consolidated.
- Fixed pixel widths that will overflow a phone +8 — Hard pixel widths wider than a phone. Layouts break at sizes nobody prompted for, because desktop was the only viewport that got looked at.
What pulled it down
- Skip-to-content link −9 — A keyboard skip link exists. Generators do not do this.
- Hand-written ARIA −7 — 120 explicit accessibility attributes.
- Self-hosted typography −7 — Fonts are self-hosted rather than pulled off a CDN.
- Structured data −6 — JSON-LD is present — somebody thought about search.
- Semantic landmarks −6 — 6 landmark elements instead of a pile of divs.
- Canonical URL −4 — Canonical link is set.
Craft we looked for and did not find
These are the actionable half of the report. None of them are hard, and every one of them would have moved the number.
- Deliberate social preview
- prefers-reduced-motion honoured
- CSS custom property system
- Hand-authored stylesheet
- No utility-class soup
What this scan cannot see
One request, no JavaScript executed. So everything below is invisible to us, and a page can be excellent or awful at all of it without moving the score:
- Domain registration age — needs WHOIS.
- Whether the nav's /about and /pricing actually resolve — needs a crawl, not one fetch.
- package.json dependency count, orphaned code, clashing abstractions, test coverage — needs the repo.
- Backend security shortcuts: string-built SQL, verify=False, missing auth on endpoints — needs the source.
- Whether row-level security or Firebase rules are actually switched on — needs the project.
- Console errors, hydration warnings and runtime 404s — needs a browser executing the page.
- Real Lighthouse numbers and horizontal scroll at 375px — needs a rendered viewport.
- Whether a JS-handled form posts anywhere — needs a submitted request.