Claude, GPT, and Gemini API integration built into your product - by a dedicated engineering team.

AI Integration Services For UK and European Product Teams A Remote Dedicated Developer

A remote developer who integrates generative AI into the product your UK and European customers use: summaries, drafting, document extraction and search, in their own languages. EU-hosted models when your policy needs them, GDPR and AI Act labelling designed in, and five to seven hours of overlap a day.

GDPR / SOC 2 Aware

Anthropic / OpenAI / Google APIs

Self-Hosted or Vendor-Hosted

Generative-AI Features From Empiric Infotech LLP

Empiric Infotech LLP provides AI integration services to software companies in the UK, Ireland, Germany, the Netherlands, France, Spain and the Nordics. A remote dedicated developer integrates generative AI into your existing product: a summary on a long case file, a reply drafted in the customer's language, fields extracted from invoices and contracts, search that answers from your documentation, an image or audio feature where it helps. Integration in Europe comes with its own requirements. Customers expect the feature in their language, so each language is tested on its own. Data protection officers want to know where prompts are processed, so model calls can go to EU-hosted endpoints, such as Azure OpenAI or Amazon Bedrock in an EU region, or to Mistral, with logs kept in the same region. The EU AI Act sets transparency duties for AI-generated content and for systems people interact with, so labelling is part of the feature from the start. We act as your processor under a DPA with Standard Contractual Clauses, plus the UK Addendum for UK clients, and work in your own repository and cloud. Your developer overlaps five to six hours of a UK day and six to seven of a Central European one, so prompt reviews and eval walkthroughs happen live, and a senior team lead reviews and tests every release. Our European references include Vedu, a German-learning app for a German client with more than 2,000 AI-generated images and audio pronunciation, built by a two-developer team, and Nutrinova, a Swiss nutrition app that logs meals from a photo, a voice note or text, built by three developers. If you need the whole learning or fitness app and not only the AI feature, see our e-learning app development and fitness app development services.

5-7 hrs

live overlap daily

EU-hosted

model options

DPA + SCCs

signed before access, UK Addendum for UK data

7-day

risk-free trial

What our AI integration services deliver for UK and European teams

Generative AI built into your product for European customers: in their languages, hosted where your policy says, and documented for your DPO.

AI features in your customers' languages

Summaries, drafting, classification and search that work in English, German, French, Dutch, Spanish or the Nordic languages, each with its own eval set. Language detection on input, replies in the same language, and a fallback to a person when confidence is low.

EU or UK hosting for prompts and data

The feature runs in your cloud in an EU or UK region, model calls go to EU-hosted endpoints where your policy requires it, and logs and embeddings stay in the same region. Open models can be self-hosted on Hetzner, OVHcloud or Scaleway when you want full control.

GDPR designed into each feature

Personal data minimised or pseudonymised before it reaches a prompt, retention rules on stored conversations and embeddings, and support for access and erasure requests, including removing a person's data from a vector index. Each feature gets a data map for your record of processing.

AI Act transparency built in

Users can see when content is AI-generated and when they are interacting with an AI system, and generated media can carry machine-readable marks. Features that might fall into a high-risk category are flagged at scoping, so your legal team decides before anything is built.

Document AI for European formats

Extraction from invoices, delivery notes, contracts and forms in several languages and layouts, validated against a schema so your product receives clean fields, with confidence scores that route doubtful cases to a person.

Evals, cost and model choice

A test set per language scored on every change, cost and latency tracked per feature, and side-by-side tests when you are weighing a US model against an EU-hosted one, so the decision rests on your own data.

How a UK or European AI integration engagement starts

A first feature inside your product in the first week, with the DPA signed before any access.

A call in your working day

Thirty minutes on UK or Central European time. You show us the product, the feature you want, the languages it needs and the personal data involved.

Feature plan, DPA and data map

Within 24 hours: the model and hosting options, the prompt and output design, an eval set per language, the data map, any labelling the AI Act calls for, and an estimate on both plans. The NDA, IP assignment and DPA with Standard Contractual Clauses, plus the UK Addendum where UK data is involved, are signed before access.

A first feature, reviewed live

Your developer starts within 48 hours and has the feature working inside your app on real inputs, behind a flag, by the end of the first week, then reviews the eval scores with you live in your afternoon. If the fit is wrong by day 7 of the monthly plan, you get a full refund.

Monthly or hourly, invoiced in EUR

One EUR invoice a month for a full-time developer, or hours tracked to the minute. VAT is handled through the reverse charge on your side, and you can stop with seven days' notice.

AI integration pricing in EUR: hourly or monthly

Both plans are invoiced in EUR, paid by SEPA transfer, international wire or card, with VAT handled through the reverse charge. The monthly plan is a full-time generative AI developer for 160 to 172 hours, billed upfront, for a roadmap of AI features. The hourly plan suits one defined piece of work, such as a single feature, a GDPR review of an existing feature or a move to an EU-hosted model. The AI hourly rate sits above our standard rate because the work comes in short expert bursts; the monthly rate matches every other Empiric Infotech engagement. Model and platform usage stays on your own accounts at cost.

Pay as you go

Hourly plan

€25/hr

for one feature, a review or a model move

A generative AI developer, exclusive to you while hours are booked
Time tracked to the minute, with a weekly report in EUR
DPA with Standard Contractual Clauses and the UK Addendum before any access
Works in your EU or UK region with your model keys
Every release reviewed and tested by a senior team lead

Book a scoping call

Best value

Monthly plan

€2,000/mo

for a roadmap of AI features, live in your day

A full-time generative AI developer, 160 to 172 hours a month
Five to seven hours a day inside your working hours
One EUR invoice a month, reverse-charge VAT
7-day risk-free trial, then seven days' notice to stop
Eval scores per language with every release

Book a scoping call

Larger or longer

Dedicated team

Custom

for AI across products or languages

Two or more developers plus a senior team lead
For AI features across products, languages or countries
Add a developer, or a designer for AI interfaces, within 48 hours
Sub-processor details and answers for your DPO

Talk to us

Most European product teams start with one developer on one feature in one or two languages, then extend to more languages and features once the evals hold. A senior team lead reviews and tests every release, there are no employer contributions or separate QA seat, and model usage stays on your own bills.

The first 90 days of AI integration with a UK or European team

A typical first quarter, reviewed live in your working hours.

Week 1
DPA, hosting choice and a first feature
The DPA signed, the model and region chosen, the feature working inside your app behind a flag, and an eval baseline in its first language. The trial decision comes on day 7.
Month 1
Released with labelling and retention
The feature live for a first group of customers, AI labelling shown where it applies, retention rules on stored prompts and outputs, and cost tracked per feature.
Month 2
More languages and a second feature
A second language with its own eval set, a second feature on the same setup, and the data map updated for your DPO.
Month 3
Model comparison and cost
Your current model compared with EU-hosted and cheaper alternatives on your own evals, prompt caching where it saves money, and next quarter's AI features planned with product.

A dedicated generative AI developer vs a European AI consultancy, an AI feature platform, or an in-house hire

	Empiric Infotech (dedicated generative AI developer)	European AI consultancy (project)	AI feature platform	In-house hire in the UK or EU
Data protection	DPA with Standard Contractual Clauses + UK Addendum; a data map per feature	Usually a DPA; check the sub-processors	The vendor's DPA and sub-processor list	Covered by employment contracts
Where prompts are processed	Your choice, EU-hosted endpoints included	Per the project	The vendor's region and model providers	Your choice
AI Act transparency	Labelling and disclosure designed into the feature	Per the statement of work	Whatever the platform supports	Whatever your team builds
Languages	An eval set for every language	Per firm	The platform's language support	Your team's languages
Overlap with your day	5 to 7 hours live	Same time zone	Vendor support hours	Same office
Invoicing and VAT	One EUR invoice a month; reverse-charge VAT	Per firm, with local VAT	A subscription, often per seat	Payroll and employer contributions
Time to start	48 hours	Weeks: proposal, statement of work, kickoff	Days to sign up, weeks to integrate	Months, plus a notice period that is often one to three months

The comparison describes how each option usually works, not any one provider.

Working hours and UK and European overlap

Our team works 09:30 AM - 07:30 PM IST and a project manager is on call 07:30 AM - 11:00 PM IST, Monday to Friday. Here is exactly when that lands for clients in the US, Europe and Australia, your region first.

UK & Ireland (London, Dublin) - full team online 5:00 AM - 3:00 PM, project manager 3:00 AM - 6:30 PM.Most of your working day overlaps ours - live standups, pair-coding and same-hour replies.

Central Europe (Berlin, Paris, Amsterdam, Madrid) - full team online 6:00 AM - 4:00 PM, project manager 4:00 AM - 7:30 PM.Most of your working day overlaps ours - live standups, pair-coding and same-hour replies.

US Eastern (New York, Boston, Atlanta) - full team online 12:00 AM - 10:00 AM, project manager 10:00 PM - 1:30 PM (next day).

US Pacific (Los Angeles, San Francisco, Seattle) - full team online 9:00 PM - 7:00 AM (next day), project manager 7:00 PM - 10:30 AM (next day).

Australia East (Sydney, Melbourne, Brisbane) - full team online 3:00 PM - 1:00 AM (next day), project manager 1:00 PM - 4:30 AM (next day).

Want it to the half-hour in your own time? Slide through your day and book a slot below.

Why UK and European product teams integrate AI with a dedicated developer

Adding generative AI to a European product is ongoing work. Each new language needs its own testing, DPOs ask new questions as features change, the AI Act's transparency duties apply to what you ship, and the models available in EU regions keep changing. A project that ends at launch leaves all of that with your core team.

A dedicated developer stays with it: grows the eval sets per language, keeps the data map current, re-tests models when an EU-hosted option becomes good enough, and keeps cost per feature visible. Hiring that person in London, Berlin or Paris takes months and adds employer contributions.

The overlap makes it collaborative. Five to seven hours a day means prompt reviews and eval walkthroughs happen live. We act as your processor under a DPA with Standard Contractual Clauses and the UK Addendum for UK clients, invoice in EUR with reverse-charge VAT, you own the code and prompts from day one, and you can stop with seven days' notice.

Recent AI, product, and integration work

EdTech, Germany, 2-developer team

Vedu: 2,000+ AI-generated images for language learning

Generative AI produced the visual dictionary behind a German-learning app for a German client: more than 2,000 images that tie each noun to its article, plus audio pronunciation for 6,000 words and an interface in 13 languages. Rated 5.0 on the app stores.

Read case study

HealthTech, Switzerland, 3-developer team

Nutrinova: multimodal AI in a nutrition app

Meals logged from a photo, a voice note or a short text, recognised by computer vision and language processing, with AI coaching after each meal. Data is encrypted and stored in Switzerland, and the app runs in three languages.

Read case study

E-commerce SaaS, United Kingdom, 4-developer team

MarketPlace Monitor: a real-time product for UK resellers

A cross-platform product that watches several marketplaces in real time and sends instant alerts, sold on subscription tiers in six languages and updated continuously since June 2024.

Read case study

Tell us the AI feature your European customers need

Share the product, the feature, the languages and the personal data involved. Within 24 hours you get a feature plan with model and hosting options, an eval set per language, a data map and an estimate on both plans. Your developer can start within 48 hours on UK or Central European hours.

Who This Is For

Built for Businesses Ready to
Harness AI Creativity at Scale

We partner with founders, product teams, and innovators who want AI that doesn’t just automate - it creates. From generating personalized content to building adaptive AI tools, we make sure it works for your real-world needs.

This Is for You If:

You need AI-generated outputs that meet brand, compliance, or industry standards

You’ve tried ChatGPT or Midjourney but can’t scale quality or integrate results

You want AI that can create across multiple formats : text, image, video, or code

You’re looking for secure, private AI that learns from your data without leaking it

You want generative models fine-tuned for your audience, domain, or products

You’re done with one-size-fits-all tools and need a system tailored to your workflows

What We Do

We Build Generative AI
Systems That Create Like Experts, Operate Like Engineers

We don’t stop at “prompt engineering.” We architect full-stack generative AI solutions - from model selection and fine-tuning to API integration and deployment - all designed for accuracy, reliability, and scalability.

What We Build:

AI-powered content creation pipelines (text, image, audio, video)

Domain-specific fine-tuned LLMs for better accuracy & compliance

Intelligent content moderation, filtering, and fact-checking layers

Multi-format generation workflows integrated into your existing tools

Fully automated creative processes - from ideation to publishing

Platforms & Tools We Work With (and Beyond):

We’re platform-agnostic - if it can generate, we can integrate and optimize it.

Core Capabilities

Text-to-Anything Content Generation

Produce high-quality articles, ad copy, product descriptions, and more - tailored to your brand voice and optimized for SEO or engagement.

Powered by: Chat-GPT, Claude, Gemini, custom fine-tuned LLMs

Image & Creative Asset Generation

From photorealistic product images to AI-assisted illustrations and marketing creatives - generated in seconds, not days.

Built with: Midjourney, DALL·E, Stable Diffusion

Custom Fine-Tuned Models

Train models on your proprietary data to create industry-specific AI systems that understand your niche, tone, and workflow.

Tech behind the scenes: OpenAI fine-tuning, LoRA, embeddings, Pinecone

Multimodal AI Experiences

Combine text, image, and audio generation into unified tools - for example, AI that can write a script, create visuals, and generate voiceovers in one flow.

Built using: OpenAI, ChatGPT, Runway, ElevenLabs

Data-to-Insight AI Reports

Turn raw datasets into insightful summaries, visuals, and recommendations - without a single pivot table.

Integrated into: Notion, Data Studio, PowerBI, and custom dashboards

Our AI Solutions in Action

Real Creativity. Real Systems. Real Results.

Here’s what happens when we use generative AI to replace time-heavy, creative bottlenecks with systems that never get tired.

From Concept to Campaign in Hours

Generate ad concepts, copy, and creatives - all aligned to brand guidelines.

Used by: Marketing teams scaling campaigns without increasing headcount.

AI-Powered Knowledge Assistants

Turn manuals, SOPs, and archives into chat-ready knowledge bots that answer in context.

For: Support teams, training departments, and customer self-service portals.

Fully Automated Blog & SEO Engines

From keyword → article → image → publish - no manual drafts required.

Perfect for: Agencies, eCommerce, and content-heavy platforms.

Product Mockups at Scale

Generate multiple variations of product designs, packaging, and promo visuals instantly.

Built for: Startups and brands validating designs before production.

AI-Driven Research Summaries

Read, analyze, and summarize hundreds of documents or reports into a single actionable brief.

Designed for: Analysts, consultants, and decision-makers in fast-paced industries.

Want to see what generative AI could build for you?

How We Build Systems That Scale

A Collaborative Process, Built for Your Creative and Data Needs

We don’t just plug in AI APIs - we design, train, and optimize generative AI systems around your goals, workflows, and audience.

Discovery & Use Case Mapping

We explore your goals, datasets, and workflows - identifying where generative AI can replace manual work or unlock new capabilities.

Outcome: Clear ROI-backed AI roadmap

Data Preparation & Model Selection

We prepare your content/data, choose the right base models, and plan whether fine-tuning or prompt engineering is needed.

Outcome: Optimized, domain-specific AI foundation

Prototype & Validate

We create a functional prototype to showcase capabilities and gather feedback early.

Outcome: Stakeholder alignment and proof of value

Full Development & Integration

We build and integrate the generative AI solution into your tools, systems, and workflows.

Outcome: AI running seamlessly in production

Onboarding & Creative Enablement

We train your team to use, adapt, and improve the AI’s outputs - ensuring long-term productivity.

Outcome: Confident, in-house AI adoption