Technology
Qdrant
Qdrant implementation for production software delivery with clean architecture, maintainability, and predictable rollout. Built for United Kingdom teams with UK/EU overlap (GMT/BST-friendly).
Best For
Ideal use cases
Teams wanting self-hosted control for vector search
Products requiring private/VPC deployment options
Systems needing strong metadata filtering and performance tuning
What We Build
Projects we deliver
Qdrant deployment and operations setup
Schema design with metadata filters
Ingestion pipelines and retrieval tuning
Ecosystem
Compatible tools & integrations
Seamless Integrations
Works with your existing stack
Use Cases
Recommended use cases
Private knowledge assistants
Semantic search for internal tools
RAG systems with tenant isolation needs
Delivery
How we deliver
We deploy Qdrant with monitoring, backups, and runbooks when self-hosted.
Retrieval is tuned using a query set and measurable targets.
We document operations so teams can maintain reliability over time.
FAQ
Frequently asked questions
Yes. With proper deployment, monitoring, and tuning, Qdrant is production-ready for many retrieval workloads.
Yes. Qdrant is a common choice for private deployments where you want more control over data boundaries.
Yes. We can pair vector retrieval with keyword search layers and reranking where it improves relevance.
AI
Add AI on top of this stack
Two common AI services that pair well with this technology, plus a fixed-scope gig to start quickly.
Related
Explore related technologies
Regional
Delivery considerations for your region
Compliance & Data (UK/EU)
For UK teams, we default to GDPR-first thinking: data minimisation, purpose-limited storage, and clear access boundaries.
We can work under a DPA (template available on request) and implement practical retention/deletion flows when needed.
- GDPR-first patterns (minimise, restrict, document)
- DPA template available on request
- Retention/deletion and export flows where required
- Least-privilege access and secure session handling
- PII-safe logging + secure-by-default configuration
- NDA available for early-stage discussions
Timezone & Collaboration (UK/EU)
We align to UK time and EU overlap (GMT/BST with CET-friendly windows) for fast feedback cycles.
We keep the process lightweight: async updates, clear priorities, and written decisions to avoid ambiguity.
- UK/EU overlap with GMT/BST windows
- Async-first delivery with documented scope
- Weekly milestones and structured demos
- Clear escalation path for blockers
- Tight change control with clear sign-offs
Engagement & Procurement (UK)
We support typical UK procurement flows with clear scopes, change control, and invoice cadence.
If you prefer a discovery-first engagement, we can run a short paid discovery to lock requirements before build.
- GBP-based engagements and invoicing options
- Discovery-first option to reduce delivery risk
- Milestone-based billing when appropriate
- Transparent change control and sign-offs
- Vendor onboarding pack on request
Security & Quality (UK/EU)
We build for reliability and maintainability: clean PRs, tight review loops, and test coverage that matches risk.
Performance budgets and release checklists keep launches predictable—especially when multiple stakeholders review changes.
- CI-friendly testing: unit + integration + smoke tests
- Performance budgets + bundle checks (Core Web Vitals-minded)
- Structured release notes and rollback-safe deployments
- Security checklist for auth, roles, and data flows
- Observability hooks (logs + error tracking) ready for production
Want to scope this properly?
Share your requirements for United Kingdom delivery. GBP-based engagements.
Reply within 2 hours. No-pressure consultation.