Technology
Vector Databases
Implement vector search with the right retrieval strategy—embeddings, indexing, filters, and performance tuning designed for real products.
Best For
Ideal use cases
Applications requiring semantic search
RAG (Retrieval Augmented Generation) systems
Recommendation engines
Similarity search applications
Projects with large embedding datasets
What We Build
Projects we deliver
RAG systems for chatbots
Semantic search applications
Document similarity systems
Recommendation engines
Content discovery platforms
Question-answering systems
Knowledge bases with search
Personalization systems
Ecosystem
Compatible tools & integrations
Seamless Integrations
Works with your existing stack
Use Cases
Recommended use cases
Chatbots needing context from documents
E-commerce product recommendations
Content platforms with semantic search
Knowledge bases with question-answering
Applications requiring similarity search
Delivery
How we deliver
We design vector database schemas for optimal query performance
Implement proper embedding generation and storage
Set up hybrid search (vector + keyword) when needed
Optimize index configuration and query parameters
Implement proper data synchronization and updates
FAQ
Frequently asked questions
Pinecone is best for managed, production-ready solutions. Weaviate offers open-source flexibility. pgvector works well if you're already using PostgreSQL. We recommend based on your requirements.
We use OpenAI's embeddings API, sentence-transformers, or other embedding models. We choose models based on your data type and language. Embeddings are generated during indexing and stored in the vector database.
Yes. We can self-host Weaviate, Qdrant, or use pgvector with PostgreSQL. Self-hosting offers more control but requires infrastructure management. Managed services like Pinecone simplify operations.
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.
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?
Need vector search for CA users? Share your data and queries and we’ll propose the right architecture. CAD-based engagements.
Reply within 2 hours. No-pressure consultation.