Custom AI engineering

AI Development
Services

Skilserve designs, builds and integrates custom AI applications, from predictive models and computer vision to generative AI, retrieval assistants and agents. We build for production: tested, secured, connected to your systems and monitored after launch.

40+ AI projects delivered100+ integrations50+ specialistsLondon-based

Trusted by leading brands, public bodies and universities across 30+ countries

Powered by leading cloud and AI platforms

Compliance

ISO-27001
HIPAA
SOC-2
GDPR
Services
Custom AI Development Services

One team for model development, application engineering, integration and operations.

What we build
AI Solutions We Build

AI applications designed around the decisions,
information and workflows that matter to your business.

AI Solutions We Build
Process
Our AI Development Process

A staged path from idea to production, with evaluation at every step.

  1. 1

    Discovery & Feasibility

    Goal, data, systems and success measures.

  2. 2

    Data preparation

    Access, cleaning, labelling and governance.

  3. 3

    Prototype & Evaluation

    Test approaches on representative tasks and agree quality thresholds.

  4. 4

    Engineering & Integration

    Build the application and connect it to your systems.

  5. 5

    Testing & safety Review

    Accuracy, security, bias, load and failure-mode checks.

  6. 6

    Deployment & Monitoring

    Controlled release, monitoring, retraining and support.

Architecture
AI Development Architecture

Every build is planned in layers so it can be secured, tested and changed.

Application Layer

Deliver AI through websites, enterprise software, mobile applications, internal portals or APIs.

AI Layer

Use the appropriate model or AI service for the specific workload.

Data Layer

Provide approved business information required by the application.

Integration Layer

Connect AI with CRM, ERP, databases, APIs and other operational systems.

Validation

Apply deterministic rules, confidence thresholds and human review where needed.

Monitoring

Track operational quality, latency, failures, usage and business outcomes.

Industries
AI Development by Industry
Industries we transform
01 / 07
KYC £ $ S
Technology stack
AI Technology Stack

Models

OpenAIAnthropic ClaudeGoogle GeminiMeta LlamaMistral

Frameworks

PyTorchTensorFlowHugging FaceLangChainLlamaIndexLangGraph

Data & retrieval

PostgreSQLVector DatabasesData PipelinesPythonGraphQL

Cloud & infrastructure

AWSAzureGoogle CloudKubernetesNVIDIA GPUs

MLOps & monitoring

CI/CDModel RegistryEvaluation & Observability Tooling
OpenAIOpenAI
AnthropicAnthropic
Google AIGoogle AI
GeminiGemini
PerplexityPerplexity
NVIDIANVIDIA
Google CloudGoogle Cloud
OpenAIOpenAI
AnthropicAnthropic
Google AIGoogle AI
GeminiGemini
PerplexityPerplexity
NVIDIANVIDIA
Google CloudGoogle Cloud
OpenAIOpenAI
AnthropicAnthropic
Google AIGoogle AI
GeminiGemini
PerplexityPerplexity
NVIDIANVIDIA
Google CloudGoogle Cloud
OpenAIOpenAI
AnthropicAnthropic
Google AIGoogle AI
GeminiGemini
PerplexityPerplexity
NVIDIANVIDIA
Google CloudGoogle Cloud
AWSAWS
AzureAzure
NVIDIAGrok
AWSAWS
AzureAzure
NVIDIANVIDIA
AWSAWS
AzureAzure
NVIDIANVIDIA
AWSAWS
AzureAzure
NVIDIANVIDIA
Client Stories
Real Stories. Real Impact.

Founders, CEOs and operating leaders share what it is like to build with Skilserve.

What clients say
01 / 05
What clients say
04 / 05
Why Skilserve
Why Choose Skilserve for AI Development

End-to-end engineering

Strategy, build, integration and operations in one accountable team.

Specialist AI engineers

Across ML, vision, NLP, generative AI and data.

Enterprise integration

Built to work with the systems you already run.

Model flexibility

We match the model to the task and avoid early lock-in.

Production evaluation

Quality thresholds are agreed and tested before release.

Human oversight & security

Review steps, access controls and audit logs where needed.

Before You Build
Build the Right AI Strategy Before You Build

AI Consulting Services

Assess opportunities, readiness and priorities before committing to a build.

Explore AI Consulting

AI Solutions

Delivers AI solutions and services for organisations that want to plan, build and run AI inside their own systems.

Explore AI Solutions

FAQ
AI Development FAQs
What do AI development services include?
Design, build, test, integrate and operate custom AI such as ML models, computer vision, NLP, generative AI, RAG assistants and agents.
It depends on scope, data readiness, integrations, model choice and security needs. A proof of concept costs less than a production platform. We provide an itemised estimate after discovery.

Not always. Many generative and retrieval projects work with your existing documents. Predictive models need relevant history. We assess this in discovery.

Yes, through secure APIs and defined workflows.
We choose per task: commercial APIs, open models or fine-tuned models, based on quality, speed, cost, privacy and hosting needs.

We agree quality thresholds, test on representative tasks, add human review and guardrails where needed, and monitor in production.

Ownership is set out in the contract before the build.
Contact Us
Build Your AI Solution

Tell us your goal, your data and your systems. We will review your requirements, hold a strategy call and send a clear roadmap and estimate.

What happens next?
Name
Scroll to Top