Technology
pgvector
pgvector 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 already standardised on PostgreSQL
Products needing a simpler vector search setup initially
Workflows where Postgres operations and backups are already mature
What We Build
Projects we deliver
pgvector setup with schemas and indexes
Embedding storage and update workflows
Query patterns with filters and performance tuning
Ecosystem
Compatible tools & integrations
Seamless Integrations
Works with your existing stack
Use Cases
Recommended use cases
Semantic search in existing apps
RAG assistants with moderate scale needs
Multi-tenant systems with Postgres-based isolation patterns
Delivery
How we deliver
We validate performance and scale limits early to avoid surprises.
Retrieval quality is tuned with chunking and metadata patterns.
Operations follow your existing Postgres practices for reliability.
FAQ
Frequently asked questions
Often yes for moderate scale, especially when Postgres is already core. For very large workloads, a dedicated vector DB may be better.
Yes. We can pair pgvector with keyword search layers and reranking where it improves relevance.
Yes. We implement migrations, indexes, and performance tuning with rollback-safe workflows.
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?
Book a page call with Canada timezone overlap (North America overlap). CAD-based engagements.
Reply within 2 hours. No-pressure consultation.