Technology
Hybrid Search
Hybrid Search implementation for production software delivery with clean architecture, maintainability, and predictable rollout. Built for Germany teams with EU overlap (CET/CEST-friendly).
Best For
Ideal use cases
Teams improving recall for messy real-world queries
Products mixing exact terms with semantic meaning
Systems needing filters, versioning, and access boundaries
What We Build
Projects we deliver
Hybrid retrieval pipelines with tuned weighting
Metadata filtering and access-safe retrieval patterns
Debug tooling to inspect retrieved context and scores
Ecosystem
Compatible tools & integrations
Seamless Integrations
Works with your existing stack
Use Cases
Recommended use cases
Support knowledge search
Internal policy assistants
Product documentation copilots
Delivery
How we deliver
Hybrid retrieval is tuned against a query set, not guesswork.
We design for latency with caching and candidate limits.
Debug tooling helps teams understand why retrieval succeeded or failed.
FAQ
Frequently asked questions
Not always, but hybrid often improves recall significantly when queries mix exact identifiers and natural language.
Often yes—better context selection reduces wrong answers caused by irrelevant retrieval.
Yes. We can add hybrid retrieval and filters on top of your current ingestion and vector store.
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 (EU)
For Germany/EU delivery, we keep GDPR-first patterns: data minimisation, purpose-limited storage, and explicit access boundaries.
We can work under a DPA (template available on request) and implement pragmatic retention/deletion flows when needed.
- GDPR-first architecture patterns (generic, no legal claims)
- DPA template available on request
- Retention/deletion and export flows where required
- Least-privilege access and safe logging defaults
- Documented data flows and access boundaries
Timezone & Collaboration (EU)
We align to EU working hours with CET-friendly collaboration windows and async progress updates.
We keep delivery predictable: weekly milestones, documented decisions, and clear scope control.
- EU overlap with CET-friendly windows
- Async-first delivery with written decisions
- Weekly milestone demos and progress checkpoints
- Clear change control to avoid surprises
- Escalation path for blockers and risks
Engagement & Procurement (EU)
We support procurement-friendly engagements with clear scopes, milestone plans, and documentation that stakeholders can review.
For EU teams, we can structure invoices and milestones for EUR-based engagements where appropriate.
- EUR-based engagements and invoicing options
- Discovery-first option to reduce delivery risk
- Milestone-based billing and scope sign-offs
- Vendor onboarding documentation on request
- Transparent change control and approvals
Security & Quality (EU)
We prioritise reliability: reviewable PRs, predictable releases, and tests that protect critical paths.
Performance budgets and clear release discipline keep the product stable as it grows.
- CI-friendly testing: unit + integration + smoke tests
- Performance budgets + bundle checks
- Release checklist + rollback-safe deployments
- Security checklist for auth and sensitive data flows
- Observability hooks (logs + error tracking) ready for production
Want to scope this properly?
Share your requirements for Germany delivery. EUR-based engagements.
Reply within 2 hours. No-pressure consultation.