A pre-built, highly configurable RAG system that deploys to your infrastructure in weeks — not months. You own the code. You own the data. I configure, deploy, train your team, and leave.
Santosh Kumar Dubey — RAG architect with a decade of experience building production data and retrieval systems for enterprise and SaaS teams.
Engagements start at $15,000 · Fixed scope · 2–3 weeks
The hard infrastructure problems are already solved. I customize the last 20% for your data, your users, your requirements.
A structured process. I assess, configure, deploy, train — and hand over a system your team fully owns.
Understand your business domain, data sensitivity, document structure, retrieval requirements — latency, accuracy, cost tolerance — and end-user roles and access patterns.
2–3 daysConfigure the pre-built system to your specifications. Build the data adapter. Deploy to your cloud account. Wire data sources. Run ingestion. Validate retrieval quality against your real data.
1–2 weeksTune retrieval accuracy, calibrate thresholds, run benchmarks. Train your internal engineering team to own, operate, and extend the system independently.
3–5 daysI leave. You own the code, the infrastructure, everything. 30 days of warranty support included — bug fixes, config adjustments, retrieval tuning as your team ramps up.
IncludedA complete RAG pipeline — pre-built, tested, and ready to configure for your data.
Ships with production-ready defaults out of the box. Swap any component to match your stack — no lock-in.
Every component is swappable. No vendor lock-in.
RAG-CDS adapts to different domains and scales. Here's what teams typically deploy.
AI answers from your tickets and knowledge base.
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EnterpriseNatural language search over product documentation.
SaaS / Product| Aspect | Traditional | With RAG-CDS |
|---|---|---|
| Time to production | 10–14 weeks | 2–3 weeks |
| Engineering effort | Full team, months | Configuration + tuning |
| Observability & evaluation | Build from scratch | Included |
| Security & compliance | Bolt on later | Built in from day one |
| Knowledge transfer | Tribal knowledge | Documented + team training |
Results from internal benchmarks. Actual performance varies by data and configuration.
Free 30-minute architecture assessment. No commitment — just a clear picture of your RAG path to production.
Engagements start at $15,000 · Fixed scope · 2–3 weeks
A fraction of the cost of building in-house