AI Agent Development · Cardiff
AI Agent Development in Cardiff
Building AI agents that carry out multi-step work for Cardiff businesses rather than answering a single question. The design decision that matters most is what the agent may do without asking — an agent that only reads is a low-risk proposition, and one that writes to systems needs the care you would apply to any automated actor.
Why this comes up
The problem
A task takes several steps across different systems and someone does it manually every day. A single AI prompt cannot handle it because each step depends on what the last one found.
What you get
What we deliver
- The task scoped narrowly, since open-ended agents are where projects fail
- Tools defined for what the agent can actually do, with clear boundaries
- Approval required for anything expensive or hard to reverse
- Full logging of what the agent did and why, because you will need to audit it
- Failure handling, so an agent that gets stuck stops rather than looping
- Cost per run measured, as multi-step agents consume far more than single calls
Want this scoped for your business in Cardiff?
Thirty minutes, no charge, no sales script. You leave with a written summary of what ai agent development would actually involve — whether or not you use us.
Working in Cardiff
Wales
Cardiff has a significant broadcast and media sector alongside a large public-sector presence, and Welsh-language provision is a genuine requirement on public-facing work here rather than a nice-to-have.
Public sector and broadcast work is common, and bilingual provision is usually a requirement rather than an option.
Sectors we work with in Cardiff
- Media & Broadcasting
- Financial Services
- Public Sector
- Higher Education
- Sport
What we work with
Technologies and platforms
- Anthropic Claude
- TypeScript
- Python
- PostgreSQL
Who we work with
Industries we serve
- Professional services
- SaaS platforms
- Financial services
- Logistics
- Ecommerce
Why us
Why Cardiff 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 Cardiff
Looking for the full picture? See our AI Agent Development services, everything we do in Cardiff or browse everything we do.
AI Agent Development in Cardiff — common questions
- When is an agent the right approach?
- When the task genuinely needs several steps whose sequence depends on intermediate results. If the work is a fixed sequence, ordinary automation is cheaper, more predictable and easier to debug. Agents earn their complexity on genuinely variable work.
- What should an agent be allowed to do?
- Start with reading and drafting. Actions that spend money, contact customers or change records deserve approval, at least initially. The boundary should follow reversibility — an action you can undo cheaply is a different risk from one you cannot.
- How do we know what it did?
- Comprehensive logging of each step, tool call and decision. When an agent produces a wrong outcome you need to reconstruct why, and without that trace you are guessing. This matters more for agents than for any other AI application.
- What does it cost to run?
- Considerably more than a single request — each step consumes tokens, and a task taking twenty steps costs roughly twenty times as much. Measuring cost per run at realistic complexity before committing avoids an unpleasant discovery at volume.
- Do you work with businesses across Cardiff?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Wales, including Cardiff and the surrounding Cardiff area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Cardiff businesses do you usually work with?
- Public sector and broadcast work is common, and bilingual provision is usually a requirement rather than an option. Beyond that we work across Media & Broadcasting, Financial Services, Public Sector, Higher Education and Sport.
- Do you cover the areas around Cardiff?
- Yes — we work throughout Wales, including Bristol, Swansea. Cardiff is an urban area of roughly 490,000+, and we take on work across the wider Cardiff region rather than the city boundary alone.
Talk to us about AI Agent Development in Cardiff
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