AI & Intelligent AutomationGenerative AI Solutions
Generative AI, Applied to Real Business Problems.
We help businesses move beyond AI experiments to dependable generative AI solutions — LLM-powered applications, knowledge systems grounded in your own documents, document processing and AI-assisted reporting.
Generative AI Solutions
Start with the problem, not the model.
Generative AI can unlock real efficiency, but only when it is applied to a well-defined problem with the right data, guardrails and success criteria.
We work with you to identify high-value use cases, assess feasibility and build AI solutions that integrate with your existing systems. Our focus is on reliability, data privacy and measurable usefulness — not hype.
Tools we work with Large Language Models · Retrieval-Augmented Generation · Vector Search · NLP · OCR · REST APIs
Business challenges
The problems we're usually asked to solve.
Knowledge locked in documents
Answers exist somewhere in files, emails and wikis, but finding them takes too long.
Manual document handling
Teams read, re-type and check information from invoices, forms and contracts by hand.
Time-consuming writing tasks
Proposals, reports and replies are drafted from scratch every time.
AI pilots that don't stick
Generic AI tools are tried but never connected to real data or workflows.
Capabilities
Our solutions and deliverables
Engage us for a single capability or a complete programme. Every engagement is scoped around your goals.
Custom Generative AI Applications
Purpose-built tools for drafting, summarising, analysing and answering questions around your workflows.
LLM Integrations
Add large language model capabilities to your CRM, website, helpdesk or internal applications through secure APIs.
Retrieval-Augmented Generation (RAG)
Answers grounded in your own documents and data, with sources, instead of the model's general knowledge.
Intelligent Knowledge Systems
Searchable, conversational access to policies, manuals, proposals and project knowledge.
AI Document Processing
Extract, classify and validate data from invoices, forms, contracts and other documents.
Natural Language Processing
Classification, sentiment analysis, entity extraction and search over unstructured text.
AI-Powered Reporting & Analysis
Plain-language summaries and insights generated from your business data and reports.
Why it matters
What you gain by working with VPGS.
We combine business understanding with design, engineering and growth expertise — so the solution works for your customers, your team and your bottom line.
Use-case first
We prioritise use cases by business value and feasibility before writing code.
Grounded answers
Retrieval-based designs keep AI responses tied to your approved content.
Privacy-aware
We design data flows with access controls and appropriate handling of sensitive information.
Human in the loop
Review steps and confidence thresholds where accuracy matters most.
Use cases
What this can look like in your business.
Examples of what we can design and build. They illustrate the approach and are not descriptions of specific client projects.
- 01
Proposal and response drafting
Generate first drafts of proposals or RFP answers from your past documents, for your team to review.
- 02
Invoice and form extraction
Read incoming documents, extract the key fields and send them to your accounting or ERP system.
- 03
Knowledge base Q&A
Let customers or staff ask questions and receive answers grounded in your approved content, with sources.
- 04
Management report summaries
Turn weekly data and reports into concise written summaries for leadership.
Industries we work with
Our Approach
How we deliver generative AI solutions.
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01
Use-Case Discovery
We identify where AI can create value and define success criteria for each use case.
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02
Data & Feasibility
We assess available data, quality and constraints, and validate approaches with a prototype.
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03
Build & Integrate
We build the solution with guardrails and integrate it into your workflows.
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04
Evaluate & Improve
We measure quality, gather feedback and refine prompts, models and data over time.
FAQs
Frequently asked questions
Can't find what you're looking for? Our team is happy to answer specific questions about your project.
How can generative AI help my business?
Common applications include customer support assistants, internal knowledge search, document summarisation and data extraction, proposal and content drafting, and classifying incoming requests. The right use case depends on where your team spends time on repetitive, information-heavy work.
Can an AI chatbot answer using only our company information?
Yes. We build chatbots using retrieval-based approaches that ground responses in your approved documents and knowledge base, with instructions and guardrails to limit answers to that content.
Is our data safe when using AI?
We design solutions with data privacy in mind — limiting what data is shared with AI services, applying access controls and selecting providers and configurations that meet your requirements. We discuss data handling explicitly during discovery.
What is retrieval-augmented generation (RAG)?
RAG is an approach where the AI first retrieves relevant passages from your own approved documents or data and then writes its answer from them. It keeps answers grounded in your information, allows sources to be shown and reduces the risk of made-up answers.
What is the difference between AI automation and generative AI development?
AI automation uses AI steps inside workflows to speed up processes. Generative AI and machine learning development builds AI-centred capabilities and applications, such as chatbots, document processing systems or predictive models.
Related services
Services that work well together.
Many of our clients combine services to solve problems end to end.
- AI Agents & AI AssistantsAI agents and assistants that answer questions, qualify enquiries, support customers and hand over to your team — on your website, WhatsApp, voice and internal tools.
- Machine Learning SolutionsPredictive analytics, classification and intelligent data processing built on your historical data and integrated into the tools your team already uses.
- Business Process AutomationAutomated workflows with n8n, CRM, WhatsApp and email automation that remove repetitive work and connect your tools.
Quick enquiry
Tell us what you need. We'll reply with practical next steps.
Share a few details about your generative AI solutions requirement. Prefer to talk first? Book a consultation or message us on WhatsApp.
- A reply from our team, not an automated sales sequence
- Recommendations based on your goals and existing tools
- No obligation and no lengthy forms
Let's talk
Ready to discuss your generative AI solutions project?
Tell us what you're looking to achieve. Our team will help identify the right technology and growth approach.
