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 (AU)
For Australian teams, we keep privacy and data-handling explicit: access boundaries, safe logging, and clear retention policies.
We can support residency-sensitive designs (where feasible) and document data flows for stakeholder review.
- Privacy Act-aware delivery posture (generic, no legal claims)
- Documented data flows and access boundaries
- Retention/deletion options where required
- PII-safe logging and least-privilege defaults
- NDA and DPA templates available on request
Timezone & Collaboration (APAC)
We support APAC collaboration with AEST/AEDT-friendly meeting windows and async progress updates.
We keep momentum with weekly milestones, crisp priorities, and predictable release planning.
- APAC overlap with AEST/AEDT windows
- Async-first updates and written decisions
- Weekly milestone demos and scope control
- Release planning with staged rollouts
- Clear escalation path for blockers
Engagement & Procurement (AU)
We can structure engagements with clear scope, milestones, and invoicing that fits common procurement expectations.
If you need a lightweight vendor onboarding pack, we can provide delivery process notes and security posture summaries.
- AUD-based engagements and invoicing options
- Milestone-based billing for fixed-scope work
- Time-and-materials for evolving scope
- Procurement-friendly documentation on request
- Optional paid discovery to de-risk delivery
Security & Quality (APAC)
With APAC teams, async clarity matters: written decisions, stable releases, and test coverage that prevents regressions.
We use performance budgets and release checklists so handoffs stay smooth across timezones.
- CI-friendly testing: unit + integration + smoke tests
- Performance budgets + bundle checks
- Release checklist + rollback plan for production launches
- Security checklist for auth and sensitive data flows
- Observability hooks (logs + error tracking) ready for production
Want to scope this properly?
Need vector search for AU users? Share your data and queries and we’ll propose the right architecture. AUD-based engagements.
Reply within 2 hours. No-pressure consultation.