We build software and AI systems for businesses that need them to work.

BUGDEV is a UK software company in Cheltenham with two practice areas: software and product engineering, and AI. Bring us a product to build, a team to extend, or a model to get into production.

Software and product engineering
- Web and mobile applications
- Product design and delivery
- QA, DevOps and support
AI and data
- Model training and evaluation
- Custom AI agents and automation
- Forward-deployed AI engineers

A little about BUGDEV

250
Projects completed: 150
Satisfied clients: 150
Experts in the team

Services

Everything we do, in one place

Every service is listed here. Open any card to see exactly what you receive.

Software and product engineering

Custom software, from the first design through to live support.

Web development

Custom web applications and sites, built to your specification and handed over with the source code and documentation.

What you receive

We design, build and deploy web applications around the way your business works. You receive a tested production application, its source code and the documentation your team needs to run it. We can also take over and improve an existing codebase.

App development

Native and cross-platform mobile apps for iOS and Android, from first prototype through to store release.

What you receive

We build mobile apps for iOS and Android, native or cross-platform depending on what your product needs. You receive a tested app, published to the stores if you want it there, along with the back-end services it depends on and all of the source code.

Quality assurance

Manual and automated testing that finds defects before your users do, with clear reports your developers can act on.

What you receive

We plan and run manual and automated tests against your web, mobile or API product. You receive a test plan, an automated regression suite and written defect reports with steps to reproduce. We work alongside your developers or as a standalone test team.

Big data

Storage and processing systems for data volumes too large for an ordinary database or a spreadsheet to handle.

What you receive

We design and build the systems that store and process large data volumes, then connect them to the reporting your teams use. You receive working pipelines, documented data models and dashboards answering the questions you set at the start.

Data scraping

Scheduled collection of structured data from public websites, delivered clean and ready for your own systems.

What you receive

We build scrapers that collect the public data you need on a schedule and clean it into a consistent format. You receive the dataset through a file, database or API, along with monitoring that tells you when a source changes.

Technical support

Ongoing support and maintenance for your software, with agreed response times and a clear record of the work done.

What you receive

We look after live software after launch: fixing faults, applying updates and answering technical questions from your team. You receive agreed response times and a regular record of what was changed and why.

UI/UX design

User research, wireframes and tested interface designs, handed to developers as a complete, usable design system.

What you receive

We work out how your users will move through the product, then design the screens to match. You receive wireframes, clickable prototypes and final interface designs, organised as a design system your developers can build from.

Software development

Design, build, deployment and maintenance of custom software that fits your processes rather than the other way round.

What you receive

We build software for the problems that off-the-shelf tools do not solve. You receive a tested system, deployed to your chosen infrastructure, with its source code and documentation. We can maintain it afterwards or hand it to your own team.

Enterprise applications

Internal business systems with the access controls, audit trails and integrations that larger organisations require.

What you receive

We build internal applications that connect to the systems you already run. You receive role-based access, audit trails and integrations with your existing platforms, along with the documentation your IT team needs to operate them.

Product development services

Product scoping, prototyping and delivery for founders and teams turning an idea into something customers can use.

What you receive

We help you decide what to build first, then build it. You receive a scoped plan, a working prototype and a first release in customers' hands, followed by a roadmap for what comes next based on how the product is used.

DevOps services

Automated build, test and deployment pipelines, with cloud infrastructure defined in code and monitored in production.

What you receive

We set up the pipelines that build, test and release your software automatically. You receive infrastructure defined as code, monitoring with useful alerts and a documented release process your team can run without us.

AI and data

Models, data, agents and the infrastructure to run them. Each service ends with something you can use.

AI model training and data15 services

Custom AI model training

A model trained on your own data for your own task, delivered with weights, evaluation results and a retraining plan.

What you receive

We prepare your data, select an architecture and train a model for the task you define. You receive the trained model weights, an evaluation report against an agreed test set and the scripts needed to retrain it as your data changes.

Model fine-tuning (SFT, LoRA, QLoRA, PEFT)

An existing open model adapted to your domain using supervised fine-tuning, LoRA, QLoRA or other PEFT methods.

What you receive

We adapt an existing open model to your domain and tone, using the method that suits your budget and hardware. You receive the fine-tuned model or adapter, a before-and-after evaluation and the training configuration so that the result can be reproduced.

Reinforcement learning from human feedback (RLHF)

Human preference data and training loops that improve how a model responds, measured against a held-out evaluation set.

What you receive

We collect ranked human feedback on model outputs and use it to train the model towards better responses. You receive the feedback dataset, the trained model and a comparison against the original on a held-out evaluation set.

Reinforcement learning from AI feedback (RLAIF)

Model training guided by AI-generated feedback against written principles, reducing the volume of human labelling needed.

What you receive

We write the principles your model should follow, then use a separate model to generate feedback against them at scale. You receive the principles, the generated feedback data, the trained model and a human-reviewed sample showing where it succeeds and where it falls short.

Reward model development

Reward models that score outputs the way your reviewers would, for use in reinforcement learning and quality checks.

What you receive

We train a model to score outputs in line with the judgements of your reviewers. You receive the reward model, the labelled data behind it and measurements of how closely it agrees with human reviewers, so you know how far it can be trusted.

Reinforcement-learning environment engineering

Simulated environments and task suites where agents can be trained and graded automatically, safely and repeatably.

What you receive

We build the environments in which agents practise and are graded. You receive a documented environment, a set of tasks with automated grading and the instrumentation to show why an agent passed or failed each one.

Preference and comparison data collection

Side-by-side comparisons of model outputs, ranked by trained reviewers and delivered as a clean, documented dataset.

What you receive

We design the comparison tasks, brief the reviewers and collect their rankings of model outputs. You receive a clean dataset with reviewer agreement scores and a written note of the guidelines used, ready to feed into training or evaluation.

Synthetic data generation

Artificial training data that fills gaps in your real data, checked for quality and for leakage of private records.

What you receive

We generate synthetic examples for the cases your real data does not cover well, or where the real data cannot be shared. You receive the dataset, the generation pipeline and a validation report comparing it with the real data.

Data annotation and labelling

Text, image, video, audio and multimodal data labelled to your guidelines, with quality measured at every stage.

What you receive

We label text, image, video, audio and multimodal data to the guidelines we agree with you. You receive the annotated dataset in your chosen format, along with reviewer agreement figures and a log of how difficult cases were resolved.

Dataset curation, cleaning and deduplication

Messy data turned into a usable training set, with duplicates, errors and gaps found, fixed and documented.

What you receive

We audit your data, remove duplicates, correct errors and flag what is missing. You receive a clean, versioned dataset, a data card describing its contents and limits, and a repeatable pipeline for processing new data the same way.

Annotation rubric design and quality control

Clear labelling rubrics and review processes so that different annotators reach the same answer on the same data.

What you receive

We write the rubric annotators work from, with worked examples for the difficult cases, then test it on real data. You receive the rubric, gold-standard examples and a quality-control process with agreement targets you can keep measuring.

Model evaluation and benchmarking

Independent testing of models against your real tasks, with a written comparison of accuracy, cost and speed.

What you receive

We test candidate models on tasks taken from your actual work, rather than relying on published scores. You receive a written comparison of accuracy, cost and speed, the test data used and a clear recommendation on which model to adopt.

Benchmark and eval-set authoring

Graded evaluation sets written for your domain, so that model quality can be measured the same way every time.

What you receive

We write test questions and tasks for your domain, along with the answers and grading criteria. You receive a graded evaluation set, documentation of how it was built and a runner that scores any model against it automatically.

Red-teaming and adversarial testing

Structured attempts to make your AI system misbehave, with each failure documented and a fix recommended.

What you receive

We try to break your AI system through prompt injection, jailbreaks, data extraction and misuse scenarios. You receive a findings report ranked by severity, reproducible test cases and recommended fixes, which we can then re-test.

AI safety and alignment evaluation

Testing for harmful, biased or off-policy behaviour, measured against the standards your organisation has to meet.

What you receive

We test how your model behaves in sensitive situations, including harmful requests, biased outcomes and departures from your policies. You receive a written evaluation with results by category, the test suite itself and recommended mitigations.

Generative AI and LLM engineering15 services

Custom AI solutions

AI systems designed around a specific business problem, then built, tested and deployed into your existing operations.

What you receive

We start with the decision or task you want to improve, then choose the simplest AI approach that will work. You receive a deployed system, evaluation results showing how well it performs and the documentation needed to run and maintain it.

LLM application development

Production applications built on large language models, including the evaluation and cost controls they need to run.

What you receive

We build applications around large language models, from the interface through to the model calls behind it. You receive a deployed application with automated evaluation, logging and spending controls, plus the source code and documentation.

Retrieval-augmented generation (RAG) systems

AI that answers from your own documents with citations, tested for accuracy against questions your team really asks.

What you receive

We connect a language model to your documents and data so its answers come from your sources and cite them. You receive the deployed system, the ingestion pipeline and an evaluation set that measures answer quality on real questions.

Vector database design and semantic search

Search that finds results by meaning rather than exact words, built on a vector database sized for your data.

What you receive

We choose and configure a vector database, then design how your content is split and embedded. You receive a working search service, documented index settings and relevance measurements against queries drawn from your own users.

Hybrid search and reranking pipelines

Keyword and semantic search combined with a reranking stage, so that the best result appears near the top.

What you receive

We combine keyword and semantic retrieval, then add a reranking stage tuned to your content. You receive the search pipeline, its configuration and before-and-after relevance figures on a test set of real queries.

Prompt engineering and prompt operations

Tested, versioned prompts with automated evaluation, so that changes can be released without breaking what already works.

What you receive

We write and test the prompts your product depends on, then put them under version control. You receive a prompt library, an evaluation suite that runs before each change and a simple process for releasing and rolling back updates.

Domain-specific and private LLM development

Language models adapted to your field and run in your own environment, so that your data stays under your control.

What you receive

We adapt an open model to your domain and deploy it where your data already lives. You receive the model, the private serving setup and an evaluation against your own tasks, with no customer data sent to a third-party model provider.

Multimodal AI: vision, speech and document understanding

Systems that work across images, speech and documents together, built for tasks that text alone cannot handle.

What you receive

We build systems that read images, listen to speech and understand documents within one workflow. You receive a deployed service, an evaluation for each input type and clear guidance on the kinds of input it does not handle well.

Speech-to-text and text-to-speech systems

Transcription and voice output tuned to your vocabulary and accents, measured on recordings from your own use case.

What you receive

We build transcription and voice output for your application, tuned to the terms and accents your users have. You receive the deployed speech service, accuracy figures measured on your own recordings and an integration into your product.

Voice AI agents

Agents that hold spoken conversations by phone or in an app, and hand over to a person when they should.

What you receive

We build voice agents that handle a defined set of spoken conversations by phone or in an app. You receive a deployed agent, a human handover route, call logging and a test suite of the conversations it has to get right.

Computer vision solutions

Image and video models for detection, classification and inspection, trained and tested on your own footage or photos.

What you receive

We train image and video models for tasks such as detection, classification and visual inspection. You receive the trained model, an inference service and accuracy results on images from your own environment rather than a public benchmark.

Document AI, OCR and intelligent document processing

Scanned and digital documents turned into structured data, with low-confidence results routed to a person for review.

What you receive

We extract the fields you need from invoices, forms, contracts and scans. You receive a processing pipeline, structured output in your chosen format, field-level accuracy figures and a review queue for anything the system is unsure about.

Natural language processing

Classification, extraction and summarisation of text, using the simplest method that reaches the accuracy you require.

What you receive

We build text classification, entity extraction, sentiment and summarisation systems for your content. You receive a deployed model or service, along with accuracy results on your data and a note explaining why that method was chosen.

Recommendation systems

Recommendations for products, content or actions based on behaviour, with results measured through controlled experiments.

What you receive

We build recommendation models from your behavioural and catalogue data. You receive a recommendation service, offline evaluation results and an A/B testing plan, so that you can measure the effect on your own business figures.

Predictive analytics and forecasting

Forecasts of demand, revenue or risk built from your historical data, with their uncertainty stated plainly.

What you receive

We build models that forecast the figures your business plans around. You receive the forecasting model, a back-test on your historical data with stated error ranges and a scheduled output in your reporting tools.

AI agents and automation9 services

Custom AI agent development

Agents that carry out multi-step tasks in your own systems, with defined limits and a full record of their actions.

What you receive

We build agents that plan and carry out a defined job across your tools and data. You receive a deployed agent, permission limits, a complete log of its actions and an evaluation suite covering the tasks it must complete correctly.

Multi-agent systems and agent orchestration

Several specialised agents coordinated on one task, with clear handovers and shared state that can be inspected.

What you receive

We split complex work between specialised agents and build the coordination between them. You receive the orchestration system, tracing that shows which agent did what and tests that compare it against a simpler single-agent approach.

Tool use, function calling and MCP integrations

Secure connections between AI models and your systems, using function calling and Model Context Protocol servers.

What you receive

We expose your internal systems to AI models through well-defined tools and Model Context Protocol servers. You receive documented, access-controlled integrations, audit logging and tests that confirm each tool behaves correctly when called.

AI workflow automation

Repetitive, judgement-based steps in a workflow handled by AI, with people reviewing the decisions that matter.

What you receive

We map one of your workflows, then automate the steps where AI can make a reliable judgement. You receive the running automation, a human approval step wherever it is needed and a measurement of time saved against the old process.

Business process automation with AI

End-to-end automation of an operational process across your existing tools, with every exception handled deliberately.

What you receive

We take a full process, such as onboarding or order handling, and automate it across the systems involved. You receive the automation, an exception queue for the cases it cannot complete and monitoring that shows where work is being held up.

Intelligent document and data-entry automation

Information read from incoming documents and entered into your systems, without manual retyping or copying errors.

What you receive

We automate the reading of incoming emails, forms and attachments, and enter what they contain into your systems. You receive the automation, validation rules, a review queue for uncertain items and an accuracy report you can check.

AI customer-support automation and chatbots

Support assistants that answer from your knowledge base and pass difficult conversations to your team with context.

What you receive

We build a support assistant that answers from your approved content and can take simple actions. You receive the deployed assistant, a handover route to your team, conversation analytics and a test set of real customer questions.

Sales and marketing AI automation

Lead research, enrichment and first drafts automated, with outbound messages reviewed by your team before sending.

What you receive

We automate the preparation work behind sales and marketing, including research, data enrichment and first drafts. You receive workflows connected to your CRM, a review step for anything sent to customers and reporting on what was produced.

Coding agents and developer-workflow automation

Coding agents and pipeline automation set up on your repositories, with code review and test rules still enforced.

What you receive

We set up coding agents and automated checks on your repositories, using rules written for your codebase. You receive configured agents, CI integration, guidance for your developers and figures showing how they perform on your own tasks.

Forward deployment and AI enablement9 services

Forward-deployed AI engineering

An engineer embedded with your team to find, build and ship AI work inside your own systems and processes.

What you receive

A BUGDEV engineer joins your team, learns your systems and builds AI features alongside your staff. You receive shipped working software, code written to your standards and a team that can carry on the work once the engagement ends.

AI strategy and opportunity assessment

A ranked list of where AI would help your business, with estimated costs, risks and a recommended first project.

What you receive

We review your operations and data, then assess where AI is worth using and where it is not. You receive a written report with ranked opportunities, cost and risk estimates and a scoped plan for the first project.

AI readiness and data audits

An honest review of whether your data and systems can support AI, along with what to fix first if they cannot.

What you receive

We examine the quality, access and governance of your data, along with the systems it sits in. You receive an audit report, a list of the gaps that would block an AI project and a prioritised plan for closing them.

Proof of concept to production delivery

A working prototype that proves the idea, then the engineering needed to run it reliably for real users.

What you receive

We build a focused prototype to test whether the idea works on your data, with success criteria agreed in advance. If it passes, we take it to production. You receive the prototype results, then a deployed and monitored system.

AI integration into existing products and platforms

AI features added to the product you already have, fitted to its architecture and released behind controlled rollouts.

What you receive

We add AI features to your existing product, working within its architecture and release process. You receive the shipped feature, evaluation tests, cost monitoring and a controlled rollout plan, so that any problem reaches few users.

Legacy system AI modernisation

AI capability added around older systems, with AI-assisted migration where replacing them outright is too risky.

What you receive

We work out how to add AI to older systems without a full rewrite, and use AI tools to speed up migration where that makes sense. You receive documented integrations, a modernisation plan and code your team can maintain.

Team training and AI change management

Practical training for your teams using their own work, with guidance on introducing AI tools across the organisation.

What you receive

We run hands-on sessions based on your team's real tasks and help managers plan how AI tools are introduced. You receive training materials, a written usage guide for your staff and a rollout plan that covers adoption and support.

AI governance, policy and documentation

Written policies, risk registers and model documentation, so that your use of AI can be explained and reviewed.

What you receive

We draft the policies and records that your organisation needs in order to use AI responsibly. You receive an AI usage policy, a risk register, model and system documentation and a review process your team can keep running. This is not legal advice.

EU AI Act and ISO/IEC 42001 readiness support

A gap analysis against the EU AI Act and ISO/IEC 42001, plus the technical records needed to close those gaps.

What you receive

We compare your AI systems and processes with the EU AI Act and ISO/IEC 42001. You receive a gap analysis, a prioritised action plan and the technical documentation we can produce. We prepare you for assessment, but we do not provide certification or legal advice.

MLOps and AI infrastructure9 services

MLOps pipeline design and implementation

Automated pipelines that take a model from new data through training and testing to a controlled production release.

What you receive

We build the pipelines that move a model from data to deployment without manual steps. You receive automated training, testing and release workflows, documented in your repository and handed over so your team can run them.

Training infrastructure and experiment tracking

A training environment where every experiment is logged and reproducible, so that good results are never lost.

What you receive

We set up compute, data access and experiment tracking for your training work. You receive a working training environment in which every run records its code, data and results, so any model can be reproduced and compared.

Model serving and inference optimisation

Models served reliably at the speed you need, with response times and the cost of each request reduced and measured.

What you receive

We deploy your models behind a production API, then tune batching, caching and hardware choices. You receive a serving setup with load test results and before-and-after figures for response time and the cost of each request.

Quantisation, distillation and model compression

Smaller, faster and cheaper models that keep the accuracy you need, with the trade-off measured rather than assumed.

What you receive

We reduce model size using quantisation, distillation and related techniques. You receive the compressed model, along with measurements of its accuracy, speed and memory use against the original, so you can decide whether the trade-off is right.

GPU infrastructure design and cost optimisation

GPU capacity sized to your actual workload, with a clear account of what you are spending and where to reduce it.

What you receive

We review your training and inference workloads, then design GPU capacity to match them. You receive an infrastructure design or a working deployment, usage dashboards and a costed list of changes to reduce your compute spending.

On-premise and private-cloud LLM deployment

Language models running on your own hardware or private cloud, with sensitive data kept inside your environment.

What you receive

We deploy open language models on your own hardware or in your private cloud. You receive a working serving stack, access controls, usage monitoring and operating documentation, with your data remaining inside your own environment.

Model registry and versioning

One record of every model version, showing what data trained it, how it scored and where it is deployed.

What you receive

We set up a model registry connected to your training and deployment pipelines. You receive a searchable record of every version, its data and its test results, plus an approval step and a simple way to roll back a release.

AI observability, evaluation in CI and drift monitoring

Monitoring that shows when model quality slips, with evaluations that run automatically before each new release.

What you receive

We add tracing, quality metrics and drift detection to your AI systems, then run evaluations in your CI pipeline. You receive dashboards, alerts when quality slips and a release check that blocks changes which make results worse.

Guardrails, content filtering and output validation

Checks on what goes into and comes out of your AI system, tested against the failures that would harm your business.

What you receive

We add input and output checks that catch unsafe content, data leaks and malformed answers. You receive configured guardrails, a test suite of attack and failure cases, and false-positive figures so that you can judge the balance.

Machine learning and data engineering7 services

Machine learning model development

Classical and deep learning models for prediction and classification, compared against a simple baseline before use.

What you receive

We build models for prediction and classification from your data, starting with a simple baseline to beat. You receive the trained model, its evaluation against that baseline, the training code and an API or batch process for using it.

Time-series analysis and anomaly detection

Detection of unusual patterns in sensor, financial or operational data, with alerting tuned to limit false alarms.

What you receive

We analyse your time-series data and build models that flag unusual behaviour. You receive a detection service, alerts connected to your existing tools and measured detection and false-alarm rates on your own historical data.

Fraud and risk detection models

Models that score transactions or accounts for risk, explain why, and pass the uncertain cases to your reviewers.

What you receive

We train models on your historical cases to score the risk of transactions, accounts or claims. You receive a scoring service, the reason behind each score, a review queue and measured results at the thresholds you choose.

Data engineering and ETL pipelines

Reliable pipelines that move data between your systems on schedule, tested and monitored so that failures are seen.

What you receive

We build the pipelines that extract, clean and load data between your systems. You receive scheduled, tested pipelines with monitoring and alerts, documented data models and a clear record of where each figure comes from.

Data warehousing and analytics

One central warehouse for your business data, modelled so that your teams can ask questions and trust the answers.

What you receive

We bring your data together into a warehouse and model it around how your business runs. You receive the warehouse, documented tables, agreed definitions of your key metrics and a set of starter analyses your teams can build on.

Business intelligence and dashboards

Dashboards built around the decisions your team makes, using figures that match your finance and operations reports.

What you receive

We work out which decisions your team needs to make, then build dashboards that support them. You receive working dashboards in your chosen tool, documented metric definitions and training for the people who will use them.

Web scraping and large-scale data extraction

Large-scale collection of public web data for analysis or model training, monitored and delivered in a clean format.

What you receive

We build extraction systems that collect public web data at scale, respecting the legal and technical limits that apply. You receive the structured dataset, the running collection pipeline and monitoring that flags when a source changes.

How to hire us

Three ways to work with us

All three apply to both software and AI work.

Staff augmentation

Hire top talent at a fraction of the cost

Vetted developer profiles in 48 hours
Staffing developer within 1-2 weeks
Availability of developers in every tech stack
No hiring and retention stress
Management and payroll freedom
Schedule a 7-day trial

Talk to us

Product development

Get your products built from scratch

Free cost estimation for your product
Prototype and wireframing for your project
Premium code quality
Free dedicated project management
Free dedicated quality assurance
Timely delivery

Talk to us

Dedicated team

Hire dedicated developers for scalable results

Transparent pricing system
Personal extended team exclusively working on your project
Access to a wide range of IT experts from multiple domains
Project manager allocated by BUGDEV
Team flexibility and scalability
Direct communication with developers

Talk to us

Roles you can add to your team

Web

Hire a web developer

Add a web developer to your team to build secure software that works across devices, browsers and operating systems.

App

Hire an app developer

Add an app developer to build a new mobile or web app from scratch, or to modify the one you already have.

Hire a QA engineer

BUGDEV has 45+ QA engineers who improve development processes and catch bugs before release. Add one to your team.

UI/UX

Hire a UI/UX designer

Add a designer who builds responsive pages and interactive elements, with a working knowledge of HTML and CSS.

Hire an AI engineer

Add a machine learning or data science engineer to build AI products and automate parts of your business.

Marketing

Hire a digital marketer

Add a marketer who specialises in email, content, inbound, social media, SEO, PR or PPC.

Past work

Products we have helped build

Every project is shown below. Use the filters if you only want to see one industry.

Showing 38 of 38 projects

E-commerce

Zbooni

Empowering businesses with seamless online sales

About this project

BugDev built a SaaS-based e-commerce solution for Zbooni, enabling businesses to sell online via websites, social media, and messaging platforms. The system also provides reporting dashboards for tracking sales performance and customer engagement.

Multi-channel sales support
Faster product setup and catalog management
Improved transaction success rates

We build software and AI systems for businesses that need them to work.

A little about BUGDEV

Software and product engineering

Web development

App development

Quality assurance

Big data

Data scraping

Technical support

UI/UX design

Software development

Enterprise applications

Product development services

DevOps services

AI and data

AI model training and data15 services

AI model training and data 15 services

Custom AI model training

Model fine-tuning (SFT, LoRA, QLoRA, PEFT)

Reinforcement learning from human feedback (RLHF)

Reinforcement learning from AI feedback (RLAIF)

Reward model development

Reinforcement-learning environment engineering

Preference and comparison data collection

Synthetic data generation

Data annotation and labelling

Dataset curation, cleaning and deduplication

Annotation rubric design and quality control

Model evaluation and benchmarking

Benchmark and eval-set authoring

Red-teaming and adversarial testing

AI safety and alignment evaluation

Generative AI and LLM engineering15 services

Generative AI and LLM engineering 15 services

Custom AI solutions

LLM application development

Retrieval-augmented generation (RAG) systems

Vector database design and semantic search

Hybrid search and reranking pipelines

Prompt engineering and prompt operations

Domain-specific and private LLM development

Multimodal AI: vision, speech and document understanding

Speech-to-text and text-to-speech systems

Voice AI agents

Computer vision solutions

Document AI, OCR and intelligent document processing

Natural language processing

Recommendation systems

Predictive analytics and forecasting

AI agents and automation9 services

AI agents and automation 9 services

Custom AI agent development

Multi-agent systems and agent orchestration

Tool use, function calling and MCP integrations

AI workflow automation

Business process automation with AI

Intelligent document and data-entry automation

AI customer-support automation and chatbots

Sales and marketing AI automation

Coding agents and developer-workflow automation

Forward deployment and AI enablement9 services

Forward deployment and AI enablement 9 services

Forward-deployed AI engineering

AI strategy and opportunity assessment

AI readiness and data audits

Proof of concept to production delivery

AI integration into existing products and platforms

Legacy system AI modernisation

Team training and AI change management

AI governance, policy and documentation

EU AI Act and ISO/IEC 42001 readiness support

MLOps and AI infrastructure9 services

MLOps and AI infrastructure 9 services

MLOps pipeline design and implementation

Training infrastructure and experiment tracking

Model serving and inference optimisation

Quantisation, distillation and model compression

GPU infrastructure design and cost optimisation

On-premise and private-cloud LLM deployment

Model registry and versioning