AI Analytics · Swansea
AI Analytics in Swansea
Letting Swansea teams ask questions of their data in plain English instead of queuing for the analyst. The danger is specific and easy to miss: a system that answers confidently in fluent prose will produce a wrong number in exactly the same tone as a right one, and nobody checks.
Why this comes up
The problem
Every question needs an analyst. Simple requests wait days, people give up and decide from memory, and the same query is written from scratch each time.
What you get
What we deliver
- A defined metric layer, so revenue means one thing rather than four
- The generated query shown alongside the answer, making it checkable
- Scope limited to modelled tables rather than pointed at raw systems
- Accuracy tested against questions whose answers are already known
- Permissions enforced at the data, not in the prompt
- Known limits stated plainly, since users assume anything asked can be answered
Want this scoped for your business in Swansea?
Thirty minutes, no charge, no sales script. You leave with a written summary of what ai analytics 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
- Anthropic Claude
- PostgreSQL
- Power BI
- dbt
Who we work with
Industries we serve
- Retail
- Financial services
- Professional services
- Logistics
- Healthcare
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 AI Analytics services, everything we do in Swansea or browse everything we do.
AI Analytics in Swansea — common questions
- Can it be trusted?
- Only with the query visible. The failure mode is not an error message, it is a plausible number produced from a subtly wrong join or filter, delivered with complete assurance. Showing the generated SQL turns an act of faith into something a person can verify.
- Why is a metric layer necessary first?
- Because natural language questions assume shared definitions the data does not have. Asked for revenue, the system must know whether that is net of returns, VAT and cancellations. Without that agreed centrally, two people ask the same question and get different answers.
- How do we stop it exposing the wrong data?
- By enforcing permissions in the database rather than instructing the model to behave. Prompt-level restrictions are guidance, not controls. If a user's credentials cannot reach salary data, no phrasing of a question will retrieve it.
- Does it replace our dashboards?
- No, and treating it as a replacement disappoints people. Dashboards answer the recurring questions everyone needs; this handles the one-off follow-up that would otherwise become a ticket. They work well together and badly as substitutes for one another.
- 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 AI Analytics 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