Azure OpenAI Integration · Edinburgh
Azure OpenAI Integration in Edinburgh
Connecting Edinburgh applications to Azure OpenAI, where you do not call a model — you call your deployment of one. Each deployment is a named resource with its own throughput allocation, so capacity is something you provision and divide between applications rather than a shared pool that simply absorbs demand.
Why this comes up
The problem
Two applications share one deployment, the batch job runs, and the customer-facing feature starts returning throttling errors.
What you get
What we deliver
- Deployments separated per application, so one cannot starve another
- Throughput allocated against measured demand rather than divided evenly
- Throttling handled with backoff, since exceeding your allocation is normal
- Deployment names abstracted in configuration, not embedded across the code
- Model version upgrades planned, as deployments pin to specific versions
- Managed identity used in place of keys wherever the platform allows
Want this scoped for your business in Edinburgh?
Thirty minutes, no charge, no sales script. You leave with a written summary of what azure openai integration would actually involve — whether or not you use us.
Working in Edinburgh
Scotland
Edinburgh is a financial capital with a strong data science community, and the festival economy creates extreme seasonal load patterns that booking and ticketing systems here have to survive every August.
Financial services and data-led work, plus seasonal systems that have to absorb enormous August load without falling over.
Sectors we work with in Edinburgh
- Financial Services
- Technology
- Tourism
- Higher Education
- Data Science
What we work with
Technologies and platforms
- Azure OpenAI
- C#
- Python
- Azure
Who we work with
Industries we serve
- Financial services
- Public sector
- Manufacturing
- Healthcare
- Professional services
Why us
Why Edinburgh 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 Edinburgh
Looking for the full picture? See our Azure OpenAI Integration services, everything we do in Edinburgh or browse everything we do.
Azure OpenAI Integration in Edinburgh — common questions
- Why separate deployments per application?
- Because throughput is allocated to the deployment. Sharing one means a batch process consuming its allocation leaves nothing for an interactive feature, and the user-facing service fails for reasons that have nothing to do with its own traffic.
- How is capacity allocated?
- You assign it, within what your subscription has been granted. That makes capacity planning a real exercise — measuring what each application consumes and dividing deliberately rather than discovering the split through production incidents.
- What happens when a model version is retired?
- Deployments pin to a version, and versions are eventually retired on a published schedule. That gives you notice, and it means somebody has to be watching for it — otherwise the first sign is a deployment that stops working.
- Should we use keys or managed identity?
- Managed identity where the calling service supports it. It removes a credential from your configuration entirely, which is both more secure and less work than rotating keys across every application that holds one. Keys remain necessary for callers outside Azure, and those are worth treating as the exception to be inventoried rather than the normal way in.
- Do you work with businesses across City of Edinburgh?
- Yes. We are based in Leicester, United Kingdom and work with clients throughout Scotland, including Edinburgh and the surrounding City of Edinburgh area. Most collaboration happens remotely, and we travel for kick-offs and key milestones.
- What kind of Edinburgh businesses do you usually work with?
- Financial services and data-led work, plus seasonal systems that have to absorb enormous August load without falling over. Beyond that we work across Financial Services, Technology, Tourism, Higher Education and Data Science.
- Do you cover the areas around Edinburgh?
- Yes — we work throughout Scotland, including Glasgow. Edinburgh is an urban area of roughly 540,000+, and we take on work across the wider City of Edinburgh region rather than the city boundary alone.
Talk to us about Azure OpenAI Integration in Edinburgh
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