RAG Development
Retrieval-augmented generation systems that answer from your data - grounded, cited and evaluated.
What is RAG Development?
Retrieval-augmented generation systems that answer from your data – grounded, cited and evaluated. Most RAG demos return irrelevant chunks. We build retrieval systems that actually work.
What we build with RAG Development
Document Q&A
Upload documents, ask questions, get grounded answers with source citations. No hallucinations.
Knowledge Assistants
Internal AI assistants trained on your documentation, SOPs and wikis. Instant answers for your team.
Semantic Search
Vector similarity search across your knowledge base with hybrid (keyword + semantic) retrieval.
Compliance Checking
Automated document review against regulatory requirements. Flag risks and identify gaps.
How we deliver
Data Assessment
Week 1Audit your data sources, quality and volume. Define retrieval strategy and success metrics.
Pipeline Architecture
Week 2Design ingestion, chunking, embedding, retrieval and generation pipeline.
Build & Optimize
Week 3–6Implement with real data. Optimize chunking, retrieval and re-ranking for accuracy.
Deploy & Evaluate
Week 7–8Production deployment with ongoing evaluation, quality monitoring and feedback loops.
How you can work with us
Fixed-Price Project
Defined scope, fixed timeline, guaranteed deliverables. Best for MVPs and well-scoped features.
- Full scope defined upfront
- Milestone-based payments
- 8-16 week delivery
- 30-day warranty
Dedicated Developer
A senior developer assigned to your team full-time. Minimum 1 month engagement.
- 160 hours/month
- Daily standups
- Weekly demos
- Flexible scaling
Team Augmentation
A full team of developers, designers and architects embedded in your organization.
- Cross-functional team
- Quarterly engagement
- Dedicated PM
- Architecture oversight