Data Annotation · Swansea
Data Annotation in Swansea
Labelling data for Swansea organisations training or evaluating machine learning models. Consistency matters more than volume here — annotators who disagree with each other teach a model to be uncertain in exactly the places where your business needed it to be decisive.
Why this comes up
The problem
A model needs training data and labelling has started without written guidelines. Different people are making different judgements on the same kind of example.
What you get
What we deliver
- Written guidelines covering the edge cases, since those cause the disagreement
- A pilot round measuring agreement between annotators before scaling up
- Labelling carried out against those guidelines, with questions fed back
- Inter-annotator agreement measured, so consistency is a number not a hope
- A held-out evaluation set labelled to a higher standard than training data
- A route to relabel as guidelines evolve, because they will
Want this scoped for your business in Swansea?
Thirty minutes, no charge, no sales script. You leave with a written summary of what data annotation would actually involve — whether or not you use us.
Working in Swansea
Wales
Swansea combines a large university and health board presence with a coastal tourism economy, and Welsh-language provision is a practical requirement on public-facing work rather than an optional extra.
Bilingual public-facing systems for institutional clients, and seasonal booking for the Gower tourism trade.
Sectors we work with in Swansea
- Higher Education
- Healthcare
- Manufacturing
- Tourism
- Public Sector
What we work with
Technologies and platforms
- Label Studio
- Python
- PostgreSQL
- AWS
- Prodigy
Who we work with
Industries we serve
- Healthcare
- Manufacturing
- Legal
- Retail
- Agriculture
Why us
Why Swansea businesses choose Asionis
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise
How we work
- Step 1
Free consultation
A 30-minute call to understand the problem. You keep the written summary either way.
- Step 2
Proposal
Scope, timeline and a fixed price, in writing, before anything starts.
- Step 3
Build
Short cycles with regular check-ins, so you see progress rather than hear about it.
- Step 4
Launch and support
We handle the go-live and stay available afterwards.
Other services in Swansea
Looking for the full picture? See our Data Annotation services, everything we do in Swansea or browse everything we do.
Data Annotation in Swansea — common questions
- Why measure agreement between annotators?
- Because it caps how good the model can be. If two trained people disagree on a quarter of examples, the labels encode that inconsistency and the model learns it. Low agreement almost always means the guidelines are ambiguous rather than the annotators careless.
- How much labelled data do we need?
- Less than most expect if it is consistent — often hundreds to a few thousand examples for a focused task. A smaller, carefully labelled set reliably beats a larger inconsistent one, which is the opposite of how the question is usually framed.
- Can AI do the labelling?
- It can pre-label, with people reviewing and correcting, which speeds the work considerably. Fully automated labelling teaches your model to imitate another model's mistakes, so at minimum the evaluation set should be human-labelled.
- What about sensitive data?
- Annotation means people reading your data, so access controls, agreements and — where possible — anonymisation matter. For health or financial records this needs settling before any labelling begins, not as a later review.
- Do you work with businesses across Swansea?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Wales, including Swansea and the surrounding Swansea area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Swansea businesses do you usually work with?
- Bilingual public-facing systems for institutional clients, and seasonal booking for the Gower tourism trade. Beyond that we work across Higher Education, Healthcare, Manufacturing, Tourism and Public Sector.
- Do you cover the areas around Swansea?
- Yes — we work throughout Wales, including Cardiff, Newport. Swansea is an urban area of roughly 240,000+, and we take on work across the wider Swansea region rather than the city boundary alone.
Talk to us about Data Annotation in Swansea
A 30-minute call with someone who would actually work on it. No sales script, no obligation.
- Projects typically launched within 4–8 weeks
- No long-term contracts required
- All team members UK-based
- Dedicated account manager and development team
- Transparent reporting with monthly performance metrics
- Scalable from startup to enterprise