Retrieval Augmented Generation (RAG)
in Dubai & UAE
Enterprise RAG pipelines that actually retrieve the right passage — hybrid search, smart chunking, citation-backed answers and Arabic-English parity across your corpus.From AED 40,000 • 100% code ownership • Senior engineers only
pgvector • Hybrid Search • Citations
Delivery and logistics app with live shipment tracking — live on the App Store and Google Play.
JBC Express
Logistics
Get a Fixed Quote in 24 Hours.
Tell us about your rag development requirement. A senior engineer — not a salesperson — reviews your brief and sends a scoped, fixed-price proposal within one business day.
- Fixed price from AED 40,000 — proposal in 24 hours
- Hybrid vector + keyword search for real recall
- Every answer cited back to its source paragraph
- Arabic and English queried with equal accuracy
Get Your RAG Development Quote
Chosen by Founders Who
Ship,/Scale,/Operate
Partnering with early-stage and scaling startups to build systems that define the next generation of industry leaders.
Your Documents, Finally Interrogable
Naive RAG fails quietly: wrong chunks retrieved, stale sources trusted, Arabic queries returning English confidence. Control Shift builds retrieval systems the way search engineers do — hybrid BM25-plus-vector scoring, metadata filtering, reranking and freshness-aware ingestion.
The result: employees and customers get precise, cited answers from policies, manuals, contracts and listings — with an admin console showing exactly what the system knows and how recently it learned it.
Our RAG Stack
Components assembled per corpus, not copy-pasted templates.
Smart Ingestion
Layout-aware parsing for PDFs, scans and Office files — tables included.
Hybrid Retrieval
Vector embeddings fused with keyword search via reciprocal rank fusion.
Reranking Layer
Cross-encoder rerankers lift precision on ambiguous queries.
Citation Engine
Answers reference exact source spans users can click and verify.
Access Controls
Document-level permissions enforced inside retrieval, not after.
Freshness Pipeline
Scheduled re-indexing with versioning so answers never go stale.
Why UAE Teams Choose Us for RAG Development
Recall Obsessed
We measure retrieval hit-rates on your real questions before styling any UI.
Permission Aware
A manager's answer never leaks payroll docs to interns.
Bilingual by Default
Multilingual embeddings evaluated specifically on Gulf Arabic phrasing.
RAG Development Cost in Dubai
From AED 40,000 covers focused engagements. Larger programmes are scoped into fixed-price phases — you always approve the number before we start.
Get My Fixed QuoteFrom Corpus to Copilot
Ingest cleanly, retrieve measurably, generate with citations, monitor forever.
Discovery & Scoping
We audit your requirements and systems, then lock a fixed scope, timeline and price within 24 hours.
Design & Architecture
Solution design reviewed with your stakeholders before a single line of production code.
Build & Integrate
Weekly demos on staging. Integrations, security and performance handled as we go.
Launch & Support
Go-live with training and documentation, then optional SLA-backed maintenance.
Trusted by Visionary Founders
"Control Shift has been instrumental in reshaping our digital strategy. Their commitment to excellence and deep industry knowledge set them apart."
Asif Shuja
FOUNDER GEOPOCONSULT
"The expertise and creativity at Control Shift have elevated our online presence. Their tailored solutions perfectly align with our business goals."
Hasan Dweik
CEO ULTRATEC 3D
"Control Shift has delivered outstanding results for our brand. Their innovative approach and seamless execution have truly impressed us."
Yasir Arafeh
CEO ULTRATEC 4D
"Control Shift has been instrumental in reshaping our digital strategy. Their commitment to excellence and deep industry knowledge set them apart."
Asif Shuja
FOUNDER GEOPOCONSULT
"The expertise and creativity at Control Shift have elevated our online presence. Their tailored solutions perfectly align with our business goals."
Hasan Dweik
CEO ULTRATEC 3D
"Control Shift has delivered outstanding results for our brand. Their innovative approach and seamless execution have truly impressed us."
Yasir Arafeh
CEO ULTRATEC 4D
"Control Shift has been instrumental in reshaping our digital strategy. Their commitment to excellence and deep industry knowledge set them apart."
Asif Shuja
FOUNDER GEOPOCONSULT
"The expertise and creativity at Control Shift have elevated our online presence. Their tailored solutions perfectly align with our business goals."
Hasan Dweik
CEO ULTRATEC 3D
"Control Shift has delivered outstanding results for our brand. Their innovative approach and seamless execution have truly impressed us."
Yasir Arafeh
CEO ULTRATEC 4D
Control Shift is a custom software development company in Dubai delivering rag development for clients across the UAE and GCC.
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Common Questions
Single-department copilots start around AED 40,000. Enterprise deployments across multiple repositories with SSO and audit trails typically AED 80,000–200,000.
Consumer tools lack your access controls, citation requirements, freshness guarantees and data residency. They also retrieve poorly on large messy corpora — which is precisely what our pipeline fixes.
PostgreSQL with pgvector covers most needs elegantly. For billion-scale or heavy metadata filtering we deploy Qdrant or Elasticsearch hybrids. Boring tech that works wins here.
Yes with proper engineering: multilingual embeddings, Arabic-aware chunking and dedicated evaluation sets. We test explicitly on Gulf dialect phrasing before sign-off.
Yes — connectors sync those sources continuously while respecting each platform's native sharing permissions down to folder level.
Ready to start your rag development project?
- We respond within 12 hours
- NDA available on request
- Dedicated consultant specialists
WhatsApp Us
+971 54 483 2290Direct Email
[email protected]