Not Sure Which Vector Database to Choose
Pinecone, Weaviate, Qdrant, Milvus, pgvector. Each suits a different situation, and switching later is painful. We help you choose once.
RAG DEVELOPMENT · UK
Vector Database Integration in the UK
A vector database stores your content in a form AI can search by meaning. Picking the right one and setting it up well affects speed, cost and accuracy. We choose, set up and connect vector databases for businesses in Milton Keynes, Wolverton, Manchester and beyond.
- UK GDPR compliant
- Works with your tools
- You own the code
REAL CLIENT RESULTS
Trusted by UK Businesses Using Our Vector Database Integration
Numbers from projects we have delivered for UK businesses, from recruitment and accountancy to solar energy and field service software.
58%Less screening timeRecruitment
97%Faster lead responseSolar energy
72%Less time chasing recordsAccountancy
8 wksFrom notes to launchField service software
Areas we cover
Based in Milton Keynes, building AI for businesses nearby in Bletchley, Wolverton, Newport Pagnell, Stony Stratford, Buckingham, Bedford, Northampton and Olney, and across the UK in London, Birmingham, Manchester, Leeds, Liverpool and Lichfield.
IN PLAIN ENGLISH
What Is Vector Database Integration – and What We Do Differently
Vector database integration means setting up a database that stores embeddings, the numeric fingerprints of your text, and connecting it to your apps and AI. Many teams pick a database because it was in a tutorial. We compare options on your data size, budget, hosting rules and existing stack, then set it up for real use.
SOUND FAMILIAR?
Business Problems Our Vector Database Integration Solves
Search Getting Slower as Data Grows
What was instant at ten thousand records crawls at ten million. Index settings and sharding fix it.
Hosting Bills Higher Than Expected
Managed vector databases can get expensive. Sometimes pgvector on your existing Postgres does the job for a fraction of the cost.
No Way to Filter by Customer, Date or Permission
Without metadata filtering, search returns results users should not see. We design the schema with filters from the start.
WHAT WE BUILD
Our Vector Database Integration Services
Vector Database Selection
A written comparison for your use case, with cost estimates at today’s and future volumes.
Pinecone Set-Up & Integration
Managed vector search with namespaces, metadata filters and serverless indexes.
Weaviate & Qdrant Set-Up
Open-source vector databases, self-hosted or managed, with hybrid search.
pgvector on PostgreSQL
Vector search added to your existing Postgres database, often the cheapest option.
Azure AI Search & OpenSearch
Vector and keyword search for teams already on Azure or AWS.
Schema & Metadata Design
Fields and filters designed for permissions, tenants, dates and document types.
Migration Between Vector Databases
Moving indexes from one provider to another with no downtime for users.
Performance & Cost Tuning
Index settings, dimensions and caching tuned for speed and lower bills.
Find Out What AI Can Automate in Your Business
A free audit shows the tasks worth automating first, with the hours each one should save.
WHO USES IT
Vector Database Use Cases by Department
Vector Database for Sales Teams
Sales staff ask for prices, specs or contract terms and get an answer with the source document linked, in seconds.
Vector Database for Marketing Teams
Marketers check brand guidelines, past campaigns and product facts before they write, so copy stays accurate.
Vector Database for Customer Support
Agents and customers get answers drawn from your real help centre and policies, with links back to each source.
Vector Database for Operations & Admin
Staff find the right procedure, form or safety note without scrolling through shared drives or asking a colleague.
Vector Database for Finance & Reporting
Finance teams search contracts, invoices and policy documents in plain English instead of opening folder after folder.
Vector Database for HR & Recruitment
New starters ask the handbook questions directly and get the current policy, not the version from three years ago.
CASE STUDIES
Vector Database Integration Results: Client Case Studies
Real projects, real numbers. Client names are kept private where they asked us to.
Recruitment: 58% Less CV Screening Time with an AI Platform
58%Less screening time
92%CVs imported automatically
A specialist UK recruitment agency now has CVs pulled in, ranked and explained by AI, so recruiters spend their day on calls instead of reading.
Read the case studyAccountancy: 72% Less Time Chasing Client Records
72%Less time chasing records
29%Faster year-end turnaround
A UK accountancy practice replaced email chasing with a portal that sends its own reminders and collects documents in one place.
Read the case studySolar Energy: 97% Faster Lead Response Through Automation
97%Faster lead response
31%More surveys booked
A UK solar installer connected its ads, website and CRM, so every enquiry gets a reply in minutes and customers book their own surveys.
Read the case studyGet Similar Results for Your Business
Tell us which job takes your team the most time. We will show you what can be automated.
HOW WE WORK
How Our Vector Database Integration Process Works
AI Opportunity Audit
We review the documents you want the AI to use: where they live, how often they change and who is allowed to see what.
Roadmap & ROI Forecast
We agree the questions the system must answer well, the accuracy target and the hosting set-up, with a clear cost.
Build & Integrate
We prepare and index your content, build the retrieval pipeline and connect it to the chat or search screen your team will use.
Test, Train Your Team & Launch
We test against a set of real questions with known answers, fix weak spots, then train your team and go live.
Monitor, Optimise & Scale
We watch which questions fail, add missing content, re-index new documents and keep answer quality measured over time.
TECHNOLOGY
AI Models & Platforms We Work With
We are not tied to one vendor. We choose on accuracy, cost and where your data needs to live.
AI Models (OpenAI GPT, Claude, Gemini, Llama)
Chosen for answer quality and cost, with private hosting options when documents must stay in the UK or EU.
RAG Frameworks & Vector Databases
LangChain, LlamaIndex, Pinecone, Weaviate, Qdrant, pgvector and Azure AI Search, chosen to suit your data size.
Document Sources & Business Tools
SharePoint, Google Drive, Confluence, Notion, Zendesk, websites, PDFs and databases, kept in sync automatically.
WHY CODECRACKERS
Why UK Businesses Choose Us for Vector Database Integration
Custom-Built AI, Not Expensive Off-the-Shelf Subscriptions
Your vector database integration is built for your processes and you own it. No per-seat licence that grows every time you hire.
Works Inside Your Existing Tools
We connect to the CRM, inbox, help desk and files your team already uses, so nobody has to learn a new system to get the benefit.
UK GDPR-Compliant AI Systems
Data stays in UK or EU hosting where needed, access is limited to what each part needs, and we document how personal data is handled.
ROI-First Approach with Measurable Results
Before we build, we agree what success looks like in hours saved, response time or revenue, and we report against it every month.
PRICING
Vector Database Integration Packages & Pricing
Clear starting prices. Every project gets a fixed quote after the free audit, before any work begins.
Free Vector Database Integration Audit
A 45-minute call and a short written report: where vector database integration would help, what it would cost and the likely payback.
Book my free auditMost popular
90-Day Vector Database Build Package – From £3,000
Audit, roadmap, build, testing, training and launch of your first solution, with a fixed price agreed before we start.
Get a quoteMonthly Vector Database Integration Retainer – From £350/month
Monitoring, improvements, new features and support every month, with a report on usage, accuracy and time saved.
Get a quoteBook Your Free Audit
45 minutes, no obligation. You keep the report either way.
INDUSTRIES
Industries We Build Vector Database For
Sectors where we already have live client work.
- RecruitmentCV screening, candidate ranking and shortlists.
- Solar and renewable energyLead capture, instant replies and survey booking.
- Accountancy and financeDocument collection, reminders and client portals.
- Trades and field serviceScheduling, quotes, invoices and job admin.
- Ecommerce and retailProduct data, customer queries and order updates.
- Health and wellnessBooking questions, product advice and follow-ups.
CLIENT REVIEWS
What Our Clients Say About Our Vector Database Integration
“Our recruiters used to spend most of the day downloading and reading CVs. Now the platform pulls them in, ranks them and explains why, and we just make the calls.”
“We were losing good leads simply because we couldn’t reply fast enough. CodeCrackers connected our ads, website and CRM so every enquiry gets an answer in minutes.”
“Clients upload everything in one place, reminders go out on their own, and we can finally see every deadline coming.”
“I knew exactly what tradespeople needed but had no idea how to build it. CodeCrackers turned my notes into Vantro, and we launched in eight weeks.”
FAQs
Vector Database Integration FAQs
FREE AUDIT
Ready to Put AI to Work? Book Your Free Vector Database Integration Audit
Tell us about your business and the work that eats your team’s time. We will reply within one working day with a time for your free audit.
- A list of tasks worth automating
- Expected hours saved and payback
- A fixed quote, no obligation
Book your free audit
Four quick details. No obligation.