Pretius AI Semantic Search
Supercharge your business with secure, AI-powered knowledge access
Delivered and supported by Pretius UK
Pretius AI Semantic Search is delivered and supported in the UK by our London-based team, led by Oracle ACE Director Matt Mulvaney. Pretius Ltd is a fully registered UK entity (Company No: 147557660), governed by English Law. For UK enterprises navigating UK GDPR data handling obligations, FCA information governance requirements, and ICO guidance on AI systems, having a locally accountable implementation partner — with all data remaining in your own infrastructure — is not a nice-to-have. It is a prerequisite.
Matt Mulvaney
Pretius Ltd CEO / London-based leadership
♠ Oracle ACE Director — 1 of 17 worldwide · 300+ in-house specialists · ISO 27001 certified
What is Pretius AI Semantic Search?
A solution designed to unlock and streamline access to critical business knowledge across your enterprise. It connects fragmented information sources — documents, knowledge bases, internal systems — and enables your users to ask questions in natural language.
Example query:
"What's the best offer for a client with 200 employees?"
The system scans internal data and delivers a precise, contextual answer within seconds — along with the exact source document and location. No trawling through shared drives, no calling a colleague, no waiting.
Why choose Pretius AI Semantic Search over generic tools like ChatGPT?
Enterprise-grade security — your data never leaves your infrastructure
Your internal data is never pushed to external AI models like ChatGPT or other third-party services. For UK organisations subject to UK GDPR, FCA data governance expectations, or sector-specific data sovereignty requirements, this architecture eliminates the legal and regulatory risks that come with sending sensitive business information to public AI platforms. The solution can run entirely on-premise, within your own controlled environment.
Built-in role-based access control
Which ensures that users only see the information they are authorised to access. Sensitive documents — board papers, client records, personnel files, commercially sensitive pricing — remain accessible only to those with the appropriate permissions. This satisfies UK GDPR's purpose limitation and data minimisation principles by design.
Fast, accurate answers with full traceability
Initial accuracy reaches 85–90%, increasing to 95%+ after fine-tuning. Every result includes a clear source reference — the exact document, page, and section that supports the answer. This auditability is critical for UK-regulated organisations where decision-making must be traceable: FCA suitability documentation, legal advice, procurement decisions, and compliance responses all require evidence of the information used.
Seamless integration
Works standalone or embedded within your existing systems. Connects to internal files, databases, SharePoint, cloud apps, CRMs, ERPs, and any other data source your organisation uses — without replacing or disrupting current workflows.
Cloud-ready and on-premise compatible
Built for seamless deployment across OCI, AWS, Azure, or any other cloud environment, while also fully compatible with on-premise infrastructure. This ensures alignment with your organisation's security, compliance, and data governance requirements — whether you operate in a cloud-first, hybrid, or fully on-premise environment.
Natural language understanding
Users ask questions as they think, without needing to understand data structures, search syntax, or which system holds the relevant information. Adoption is immediate, and training overhead is minimal.
The business impact
By giving your teams instant access to internal knowledge, you:
- Eliminate information silos and the productivity loss they cause.
- Dramatically speed up decision-making across sales, compliance, legal, and operations.
- Empower employees with AI-driven answers without sacrificing control or compliance.
- Optimise the ROI from existing systems, documentation, and knowledge repositories — without replacing them.
Why UK enterprises need this now
Generic AI tools — ChatGPT, Copilot, and similar public LLMs — create a fundamental tension for UK-regulated organisations.
The value is obvious: faster access to information, smarter answers, reduced manual effort. But the risk is equally obvious: your data leaves your infrastructure, enters a third-party model, and you lose control of how it is processed, stored, and potentially used to train future models.
For UK financial services firms, this tension is acute. The FCA expects firms to maintain robust information governance. UK GDPR places strict obligations on data minimisation, purpose limitation, and international transfers. The ICO's guidance on AI systems requires transparency, accountability, and demonstrable human oversight.
For UK financial services firms, this tension is acute. The FCA expects firms to maintain robust information governance. UK GDPR places strict obligations on data minimisation, purpose limitation, and international transfers. The ICO's guidance on AI systems requires transparency, accountability, and demonstrable human oversight.
Pretius AI Semantic Search resolves this tension. It delivers the AI productivity gains your organisation needs — without any of the data sovereignty, compliance, or governance risks that come with public AI tools. Your data stays yours.
Use cases across UK enterprise departments
Enhancing HR processes
AI enables HR professionals and recruiters to sift through vast amounts of data with remarkable precision. The technology understands the context and intent behind queries, enabling recruiters to find candidates who perfectly match their needs — not just based on keywords, but on the nuances of job descriptions and applicant profiles. HR teams can also automate the creation of onboarding documents, employee handbooks, and internal communications. For UK HR teams managing compliance with employment law, right-to-work documentation, and GDPR-compliant personnel record-keeping, the ability to instantly retrieve accurate, source-referenced policy information reduces both error rates and the time spent navigating fragmented HR systems.
Boosting sales efficiency
Sales agents can use AI Semantic Search to reduce response times, increase overall efficiency, and enhance conversion rates. They can instantly retrieve detailed product and service information, historical client data, or pricing insights during live interactions with prospects — simply by asking a question in natural language. For UK financial services advisers and insurance consultants working under FCA conduct of business rules, having instant access to accurate, source-referenced product information also supports suitability documentation — because the information used in client conversations is traceable.
Legal and compliance teams
Legal professionals and compliance officers can rapidly retrieve relevant policy documents, regulatory guidance, internal procedures, and precedent decisions — all with exact source references. For in-house legal teams and compliance functions at UK-regulated firms, the ability to answer "what does our policy say about X?" or "what did the FCA say about Y?" in seconds — rather than hours of document searching — transforms both the efficiency and the quality of legal and compliance support.
Making smarter procurement decisions
Procurement specialists can quickly identify suppliers that meet specifications and align with the organisation's values, sustainability goals, and other key objectives. The solution provides nuanced insights into vendors, contracts, and market trends — leading to smarter purchasing decisions. For UK public sector organisations and larger enterprises subject to UK procurement regulations, the ability to rapidly surface contract terms, supplier history, and compliance records reduces the administrative burden of procurement governance without sacrificing rigour.
Transforming customer support
Customer support teams can instantly identify the most pertinent resources based on the nuances of a support query. This streamlines workflows, reduces average handling time, and empowers teams to provide personalised, accurate assistance. For UK financial services and insurance contact centres operating under FCA consumer duty requirements, the ability to surface accurate, source-referenced information during customer interactions directly supports the duty to deliver good outcomes and fair treatment.
Knowledge management for technical teams
Developers, engineers, and technical specialists can access documentation, technical specifications, API references, and historical decision logs without context-switching out of their workflow. For organisations with large, distributed codebases or complex infrastructure documentation, this reduces the time-to-answer for technical queries significantly — and surfaces tribal knowledge that would otherwise leave the organisation when individuals move on.
Our implementation approach
We take full ownership of the delivery process — from initial analysis to seamless integration — ensuring that your AI Semantic Search solution is precisely tailored to your business needs.
01
In-depth analysis of your data landscape
We begin by thoroughly reviewing your existing data sources, knowledge repositories, and system architecture to identify what information is valuable, where it resides, and how it is currently accessed. For UK-regulated organisations, this analysis also maps which data sources contain personal data, commercially sensitive information, or legally privileged materials — informing the access control architecture that follows.
02
Configuration of secure data connectors and access controls
Our team sets up role-based access policies and builds secure connectors to all relevant systems — databases, file storage, internal portals, SharePoint, and external applications. Access controls are configured to align with your existing authorisation structure, ensuring the AI does not surface information to users who are not permitted to see it. This satisfies UK GDPR's principle of integrity and confidentiality (Article 5(1)(f)) and supports any existing information security policies.
03
Semantic model tuning for your specific domain
We fine-tune the semantic engine to understand your organisation's industry-specific terminology, abbreviations, regulatory vocabulary, and language patterns. This is particularly important for UK financial services firms whose documentation uses FCA regulatory terminology, for legal teams with domain-specific language, and for technical organisations whose internal vocabulary differs significantly from general English. Domain tuning improves the accuracy and relevance of responses from the outset.
04
Optional embedding into existing enterprise tools
Where necessary, we integrate the solution directly into your existing internal systems — ERP, CRM, service desks, APEX applications, or custom portals — ensuring a seamless user experience and minimal friction in daily operations. Users access AI-powered knowledge from within the tools they already use, without switching context or learning new interfaces.
The Pretius UK Advantage
Data sovereignty by design — the on-premise advantage
For UK organisations where data cannot leave controlled infrastructure — regulated financial data, client personal data, legally privileged documents, commercially sensitive IP — the on-premise deployment option is the only responsible AI choice. Pretius AI Semantic Search is designed from the ground up to operate entirely within your own environment. No data is ever transmitted to external AI providers. Your UK GDPR Article 25 data protection by design obligation is satisfied architecturally, not contractually.
Local UK accountability
Pretius Ltd is a fully registered UK entity (Company No: 147557660), headquartered in London, governed by English Law. Oracle ACE Director Matt Mulvaney leads UK engagements directly. All contracts are UK contracts. All engagements are 100% IR35-compliant — a clean B2B partnership with no off-payroll working risk.
Instant enterprise scale
300+ in-house salaried specialists. Senior implementation teams deployable within two weeks. The same experts who implement AI Semantic Search also deliver APEX development, Oracle infrastructure, and the full Pretius enterprise portfolio — meaning the AI layer can be built on top of modernised systems rather than requiring a separate vendor relationship.
London–Warsaw Hybrid Model
Strategic consulting and solution design from our London office, combined with the engineering scale of our Warsaw Centre of Excellence — delivering high-end AI capability at a significant cost advantage compared to purely London-based AI consultancies.
Measurable ROI, not AI theatre
Our focus is on solutions that deliver measurable business results: faster decision-making, reduced administrative overhead, higher accuracy in client-facing interactions, and demonstrable compliance improvements. We do not sell AI for the sake of AI. We identify the specific knowledge access problems your organisation faces and engineer a solution that solves them — with a clear ROI case before implementation begins.
Technology-agnostic recommendation
If Pretius AI Semantic Search is not the right fit for your specific situation, we will tell you. We recommend the solution that genuinely matches your data landscape, integration requirements, and compliance constraints — not the one that is most convenient for us to deliver.
By the Numbers
85–90%
Answer accuracy at initial setup
%
Accuracy achievable after domain fine-tuning
+ years
Powering market leaders
+
In-house specialists available
+ projects
Successfully delivered
% of clients
Become long-term partners
£0
data leaving your infrastructure – always
ISO 27001 certified · UK GDPR compliant · DORA ready · IR35-compliant engagement
Want to learn what AI and computer vision can do for your business?
Book a no-obligation discovery call and find out how quickly we can create a Proof of Concept for your solution!
Case studies
Industry
Health insurance
Country
Greece
SYSTEM
Insurance management
Munich Re HealthTech – 4 Months to Modern SaaS
Migrating a legacy system to Oracle APEX to reduce costs, implement new features, and automate processes. Tasks that used to take days now only take a few minutes.
Sweco – Optimising infrastructure management for 120+ cities
Migrating the urban infrastructure management app to Oracle APEX and launching a DevOps team at Sweco streamlined operations and reduced costs of developing custom modules for various municipalities.
Industry
Engineering
Country
Netherlands
SYSTEM
Municipal asset management
Industry
Telecommunications
Country
Poland
SYSTEM
CRM
T-Mobile – Modern CRM for 11M clients
Thanks to the new CRM system, sales consultants at T-Mobile can work more effectively, quickly creating new sales offers. The modular, microservice architecture made the system more future-proof — every functionality can now be updated without shutting down the whole system.
What our Clients say
Bilal Ramadan
CEO – Munich Re HealthTech
The solution is secure, scalable, and compatible with most technologies used by our clients. It's also much cheaper to maintain, which was an important success criteria. Application licensing costs were largely reduced.
Artur Męcina
IT Manager – T-Mobile Poland
The most important thing about Pretius is that they care to understand your business goals. And, having a bunch of enterprise-grade and SME-grade projects under their belt, they're very good at it.
Gordian Ratajczak
Product Owner – Neuroflash
They effectively assess a project and allocate the matching resources, which gives confidence that you are in good hands. Issues and tasks are handled proactively and communication stands on a firm ground of mutual understanding and goals. You are not hiring an external resource, but you are gaining a team member.
Richard Coombes
Head of Engineering – Equals Money
They allowed us to deliver against our 20/21 roadmaps, launching new products to market and increasing company revenue by over 70%.
Zuzanna Świętorzecka
Head of Bancassurance – BNP Paribas
The communication throughout the project was very good as Pretius provided us with a Project Manager who always addressed our needs. The most impressive thing was how quickly the team developed a fully working, market-ready software solution for us.
Marek Samujłło
CIO – Emitel
What I like the most, as CIO, is that the people at Pretius care not only about technology itself but rather about how this technology can help your company achieve business goals.
Marijn van den Berg
Team Manager – Sweco
Thanks to our collaboration with Pretius, we've made it easier for our clients to utilise Obsurv. Customising the application modules to their specific needs is now much quicker and more efficient. For us, this means shorter customer onboarding times and lower costs.
FAQ
Unlike traditional keyword-based search engines that rely solely on matching terms, AI semantic search leverages advanced algorithms to understand the context and intent behind a user's query. It interprets the nuances of language, recognises relationships between concepts, and delivers results that are far more relevant and meaningful than simple keyword matching.
Yes — when implemented properly. The solution is architecturally designed so that your data never leaves your infrastructure. Role-based access control and data isolation ensure confidentiality and control. For UK organisations subject to UK GDPR, this means the solution satisfies data protection by design and by default requirements (Article 25) without relying on contractual safeguards with third-party AI providers.
- Faster, more accurate access to internal information — from any data source, in natural language.
- Context-aware results that understand intent, not just keywords.
- Improved productivity across sales, legal, compliance, HR, and support teams.
- Better decision-making through smarter, source-referenced insights.
- Full auditability — every answer is traceable to its source document.
Pretius AI Semantic Search offers enterprise-level security with data remaining in your infrastructure; role-based access control ensuring users only see what they are authorised to see; fast and accurate responses with full source traceability; seamless integration with your existing systems; and full compatibility with on-premise infrastructure. ChatGPT and similar public AI tools do not offer any of these guarantees — and for UK-regulated organisations, using them with sensitive internal data creates real legal and regulatory risk.
Initial accuracy is around 85–90%, increasing to over 95% with further domain fine-tuning. Each answer includes a clear reference to the source document and location, enabling users and compliance teams to verify the information independently.
Yes. The solution builds secure connectors to all relevant data sources — databases, file storage, SharePoint, cloud apps, CRMs, ERPs, service desks, and custom portals. Integration is designed to be non-disruptive: existing systems continue to operate normally, and the AI layer surfaces knowledge from them without requiring structural changes.
No. Pretius AI Semantic Search connects to your data sources as a consumer, not as a modifier. It does not require access to source code, database schemas, or system internals — only to the data and documents you authorise it to index.
The solution is designed with UK GDPR compliance as a baseline, not an add-on. Data never leaves your infrastructure (satisfying data minimisation and storage limitation). Role-based access ensures purpose limitation. All data processing occurs within your own environment under your own data controller responsibility. For data subjects exercising Subject Access Rights, the source referencing capability supports accurate retrieval of AI-processed information. For DPOs, the system's architecture supports the data protection impact assessment process with clear documentation of data flows and access controls.
Yes. Every specialist is a full-time, salaried Pretius employee. By engaging Pretius Ltd — our registered UK entity — you receive a clean, risk-free B2B partnership that eliminates all IR35 off-payroll working exposure. No contractor arrangements, no hidden risk, no administrative burden.
