- Database Reporting
Custom Reporting & Dashboard Development Cost in the UK in 2026
12 Apr, 2026
Purpose-built AI tools that automate the repetitive parts of your work and put your own data to use, scoped against a fixed quote after a free consultation and delivered remotely with on-site visits across Glasgow when the project genuinely calls for them.
We start by understanding the data, documents and systems your business already holds, then build AI tools that work with them directly rather than expecting you to restructure everything first.
A free consultation comes first, then a fixed quote for a clearly defined piece of work - no hourly billing and no scope that drifts once development is underway.
Every tool runs on properly managed cloud infrastructure, so the AI systems your team ends up depending on keep working reliably long after launch day.
AI development, done properly, is software engineering with an AI model doing one specific part of the job - reading a document and pulling out the fields that matter, matching records across two systems that don't talk to each other, drafting a first version of a report, or answering a routine question using information your business already holds. It isn't a chatbot bolted onto your website for the sake of it. We work with Glasgow businesses to find the point in a process where AI genuinely removes hours of manual work, build the tool around that specific job, and hand over something your team can run without needing us in the room every day.
Glasgow is Scotland's largest city and generates around a third of the country's total GDP, built on a genuinely wide economic base - financial services, engineering, renewable energy, digital technology, creative industries and healthcare, alongside a shipbuilding heritage that still leaves its mark on parts of the local economy. International names including JP Morgan, Barclays and Morgan Stanley run substantial operations centres in the city, sitting alongside a growing cluster of digital technology firms. That range of industries means the AI development work we do in Glasgow rarely looks the same twice.
A financial services operations centre in Glasgow is usually looking to speed up document-heavy checks and reduce the manual review sitting behind them, while an engineering or renewable energy business is more often trying to make sense of technical reports, inspection records or project data spread across several tools. Creative and healthcare organisations tend to come to us wanting the same thing from a different angle - less time spent on admin that follows a predictable pattern, more time on the work that actually needs a person's judgement. We scope each project around the sector it sits in rather than offering one AI product to everyone.
Cloudswitched is based in London and works with businesses across the UK remotely as standard. Glasgow is around four and a half hours from London Euston by direct train on Avanti West Coast, and we use that route for the parts of a project that genuinely benefit from being in the same room - a kick-off session, a workshop to map a process, or handover once a tool goes live. The build, testing and day-to-day support happen remotely, so the distance rarely slows anything down.
We map the workflow you want to change before we discuss which AI model or approach suits it - who touches the process today, where it slows down, and what "working" looks like for your team. That mapping decides far more of the build than the underlying technology does.
Once the process is mapped, we put a fixed quote in front of you, agreed after a free consultation, so the cost is settled before a line of code is written rather than negotiated once you're already committed.
From the first conversation to a tool your team runs day to day - the process stays simple throughout.
We talk through the process you want to change, the data behind it, and what success would look like once the tool is live.
We design the tool around your existing data and workflow, then agree the scope and a fixed quote before build work starts.
We build and test against real examples pulled from your business, checking behaviour before the tool touches live work.
Your tool goes live with a proper handover, and we stay on hand to support it as your data and processes change.
We treat AI development as a software project, not an experiment - every engagement is scoped, tested against real examples from your business, and handed over as something your team can actually run, not a demo that impresses once and is never opened again.
A free consultation always comes before a quote, and the quote is fixed, so you agree the cost and the deliverables before any development begins.
We're a London-based, remote-first team, and Glasgow's direct rail link to London on Avanti West Coast makes it straightforward to build in-person sessions into a project where they add real value.
Everything we build runs on properly managed, secure cloud infrastructure, so the tools your business comes to depend on stay available and your data stays looked after.
We don't step away once a tool goes live - ongoing support keeps it working as your business, your systems and your data change.

Anyone can wire up an AI model. Getting a tool that actually holds up in daily use takes proper engineering - here's how we approach it.
We scope, version and test every build the way we would any other piece of software, rather than treating an AI feature as a quick add-on to an existing system.
Every tool runs on secure, professionally managed cloud infrastructure, so the AI systems your team relies on stay available and your data is looked after properly.
We build the interfaces, integrations and infrastructure a real AI tool needs around it, not just a model call sitting on its own with nothing usable wrapped around it.
We start from your existing process and shape the tool to fit it, instead of asking your team to change how they work around a generic product.
You get a dedicated account manager for the length of the project and beyond, so questions and change requests go to a person who already knows your setup.
We check every build against genuine examples pulled from your business before it goes anywhere near live use, rather than relying on a single polished demo.
You own the code, the configuration and the data connections we build for you, on open, standards-based technology, so you're never tied to us to keep it running.
Our support covers monitoring, changes and technical help long after go-live, because a tool that isn't maintained tends to quietly stop being used.
Every project is scoped after a free consultation and priced as a fixed quote against defined deliverables, so there's no hourly meter running in the background.
AI tools are only as reliable as the infrastructure underneath them. Glasgow businesses across financial services, engineering, renewable energy, digital technology, creative industries and healthcare need hosting, data connections and cloud systems that are properly configured and maintained if an AI tool is going to become part of daily operations rather than a one-off experiment. Managed IT support alongside an AI development project helps keep that infrastructure secure and the data flowing through it properly looked after.
Glasgow is Scotland's largest city, generating around a third of the country's total GDP from a genuinely broad economic base - financial services, engineering, renewable energy, digital technology, creative industries and healthcare, with a shipbuilding heritage still visible in parts of the city. International financial services firms including JP Morgan, Barclays and Morgan Stanley operate significant operations centres here, alongside a growing base of digital technology businesses.
Around the city: Glasgow Cathedral, one of the city's oldest surviving buildings, sits not far from Kelvingrove Art Gallery, while the SEC Armadillo and the nearby SSE Hydro anchor a busy live events and hospitality scene that draws visitors from across Scotland and beyond. It's a city where heavy industry history, financial services and a cultural events calendar all sit within a short journey of each other.
Getting here: We work with Glasgow businesses remotely as standard, with on-site visits arranged for workshops, kick-offs or handover sessions where being in the room genuinely helps. Glasgow is around four hours thirty minutes from London Euston by direct train on Avanti West Coast, which is straightforward to plan into a project when an in-person session makes sense.
City
Scotland's largest city, generating around a third of national GDP across financial services, engineering, renewable energy, digital technology, creative industries and healthcare. It's the everyday business landscape our AI development work has to fit into, from operations centres to engineering teams to healthcare providers.
AI development
AI development that starts from the process you want to change rather than the technology behind it - custom tools, automation and document processing scoped to a fixed quote after a free consultation.
AI development Glasgow
AI development delivered remotely for Glasgow businesses across financial services, engineering, renewable energy, digital technology, creative industries and healthcare, with on-site visits arranged where they add value.
Got questions? We've answered the most common ones below. If you need more detail, get in touch.
Any piece of software where an AI model handles one specific, well-defined job - reading a document, drafting a first response, matching records, or answering a question from your own data. We treat it as a normal software project rather than a single fixed product.
There's no set price list - each project is scoped in a free consultation and quoted as a fixed price for the deliverables agreed, so you know the cost before any build work starts.
Yes. We're based in London and work with Glasgow businesses remotely as standard, arranging on-site visits for workshops, kick-offs or handover where an in-person session is genuinely useful.
Not necessarily. Part of discovery is looking at the data and systems you already have and agreeing what's usable as-is versus what needs tidying first, so any data issues are flagged before we quote, not discovered halfway through the build.
Usually, yes - most of our AI development work is about adding a capability into systems and spreadsheets you already run, rather than replacing them outright, so your team gets the benefit without a disruptive platform change.
That's a common starting point. Off-the-shelf tools are built for the average user, not your process. We scope a build around the specific way your team already works, which is usually why it gets adopted instead of quietly abandoned.
We handle data securely throughout scoping, build and testing, using encrypted data transmission and access controls, and agree how your data will be used and stored as part of the initial consultation, in line with GDPR.
Yes - every project includes a proper handover, and we offer ongoing support for the AI tool and the infrastructure it runs on, so it keeps working as your data and processes change.
Limited time offer - valid until 31/05/2026
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