Technology
Hybrid Search
Hybrid Search implementation for production software delivery with clean architecture, maintainability, and predictable rollout. Built for Canada teams with North America overlap.
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 (Canada)
For Canadian teams, we focus on practical privacy and security: least-privilege access, clear boundaries, and reviewable operational controls.
We can align implementation with SOC 2 / ISO-friendly practices (without claiming certification) and support documented data flows.
- SOC 2 / ISO-friendly patterns (no certification claims)
- Least-privilege access and secure session handling
- Retention/deletion and export flows where required
- PII-safe logging + access boundary documentation
- NDA and vendor onboarding docs on request
Timezone & Collaboration (North America)
We work with Canadian teams with North America overlap and meeting windows that fit your schedule.
Delivery stays predictable via weekly milestones, async updates, and clearly documented decisions.
- North America overlap and responsive communication
- Async-first updates with written scope decisions
- Weekly milestone demos and progress checkpoints
- Clear escalation path for blockers
- Tight change control with clear sign-offs
Engagement & Procurement (Canada)
We support procurement-friendly delivery: clear scope, change control, and billing cadence aligned to milestones when appropriate.
We can invoice in CAD for CAD-based engagements where required.
- CAD-based engagements and invoicing options
- Milestone-based billing and scope sign-offs
- Time-and-materials for evolving requirements
- Vendor onboarding pack on request
- Optional paid discovery to de-risk delivery
Security & Quality (North America)
We keep quality visible: clean PRs, reviewable changes, and test coverage that matches the risk of each feature.
Performance budgets and release discipline help maintain stability as the product scales.
- CI-friendly testing: unit + integration + smoke tests
- Performance budgets + bundle checks
- Structured release notes + rollback-safe deployments
- Security checklist for auth, roles, and data flows
- Observability hooks (logs + error tracking) ready for production
Want to scope this properly?
Get a clear plan for Canada teams—scope, timeline, and next steps. CAD-based engagements.
Reply within 2 hours. No-pressure consultation.