Kaaryaa Intelligence LLP  ·  Chennai, India  ·  Est. 2024

Intelligence
engineered.
Products built.

We build AI-native products on one proprietary engine — RAGGR™. From curriculum intelligence for Indian students to claims automation for Abu Dhabi hospitals. One platform. Every sprint compounds.

Explore Products Our Engine
Platform stack
RAGGR™ Engine
KaaryaaKairo SDK
KaaryaaPII
GuardRails
BōdhanAI
ClaimSync
GCC Pilot
RAGGR™ Engine Knowledge Engineered™ BōdhanAI — Awaken the Learner ClaimSync · Shafafiya API KaaryaaKairo · Multi-Model Router GuardRailSuite · AI Governance GCC Enterprise Pilot · June 2026 Azure AI · UAE North · India Kaaryaa Intelligence LLP
1
Engine powering all products
5+
AI products shipped
1K+
BōdhanAI users
2
Live markets — India & UAE
The core

One engine
powers everything

⚙
RAGGR™ Engine — CORE
RAG with GuardRails. Chunking, retrieval, citation enforcement, confidence scoring, audit trail, multi-tenant RBAC. 4 weeks vs 12 months to deploy.
🔀
KaaryaaKairo SDK
Multi-model LLM router. GPT-4o → DeepSeek V3 → Llama 70B → Qwen 7B. Routes by query type, difficulty, tenant config. Silent cost logging per call.
🛡
KaaryaaPII
Microsoft Presidio post-ingest + pre-delivery PII scanning. DPDP compliant. No sensitive data reaches any LLM.
📊
Benchmark Engine
GoldenEval framework. Compare models on faithfulness, accuracy, latency, cost per query. BōdhanAI is the live production benchmarking lab.
✅
GuardRails
Citation enforcement, maker-checker workflow, refusal handling, full audit trail. The compliance layer enterprises require.
"Every feature is asked — Engine or UI? Engine = chunking, generation, routing, scoring, PII, audit. UI = the frontend skin. Products call Kairo without knowing which model answered."
Platform Architecture Principle · Mar 2026
Kairo model routing
Query type
Routed to
Cost
MCQ / Fill-blank
DeepSeek V3
~₹0.23
Open-ended (easy)
Llama 70B (Groq)
₹0.00 free
Open-ended (hard)
GPT-4o
~₹0.57
Generation / Flash
DeepSeek → Llama
~₹0.23
GCC compliance
GPT-4o (always)
Tenant override
Cache hit
Answer Bank
₹0.00
Products

One engine.
Many frontends.

Core Platform
RAGGR™
RAG with GuardRails Engine
Enterprise-grade RAG platform with citation enforcement, maker-checker workflow, RBAC, PII detection, and full audit trail. GCC + banking + healthcare. 4 weeks to production.
raggr.aiGCC Pilot → Jun 2026
EdTech · Live · 1K+ users
BōdhanAI
Awaken the Learner
India's first curriculum-intelligent AI for Class 11-12 Humanities. NCERT + Samacheer Kalvi RAG. Zero hallucination on facts. Tamil + English. GoldenEval V1 at 76.1%.
bodhanai.inCBSE · Samacheer
HealthTech · UAE · Live
ClaimSync
Shafafiya Claims Automation
Automated daily download, classification, and routing of insurance claims for Abu Dhabi healthcare facilities via Shafafiya API. Azure UAE North. 2 facilities live. SaaS reseller model.
claimsync.cloudUAE · DOH
SDK · Internal → Product
KaaryaaKairo
Multi-Model LLM Gateway
Internal SDK routing queries across GPT-4o, DeepSeek V3, Llama 70B, Qwen 7B by query type and cost mode. Silent logging every call. ML router evolution Month 6+. Proprietary routing moat.
Internal SDK · Sprint 7Product if market pulls
AI Governance
GuardRailSuite
AI Compliance Platform
AI governance for regulated industries. RBI, MAS, EU AI Act frameworks. RAGGR™ core with compliance UI. Presented at QCFI Chennai AI Seminar Feb 2026. GCC enterprise ready.
RBI · MAS · EU AI ActGCC Ready
Portfolio · 7 products
More products
All on RAGGR™
KaaryaaVantage (LLM cost optimization) · KDxClaims (corporate expense) · ValidateX (startup idea validation via multi-agent AI) · Kélviyà (senior citizens Tamil+English AI)
ITGymXmPrepNEETKélviyàValidateX
Markets

Two markets.
One engine.

India · EdTech + Enterprise
🇮🇳 Tamil Nadu → Pan-India
25M+ Class 11-12 students. 1,600+ CBSE schools in Tamil Nadu. 28 lakh+ Samacheer Humanities students. 2M+ UPSC aspirants as future Academic Mentor pool. BōdhanAI pilots with school network in Chennai. GCC enterprise pilot targeting banking network with 25+ years of relationships.
UAE · HealthTech + GCC
🇦🇪 Abu Dhabi · UAE North
200+ Shafafiya-registered Abu Dhabi healthcare facilities. ClaimSync live with 2 facilities, reseller channel partner active. GCC enterprise AI via RAGGR™ with DOH compliance. Azure UAE North infrastructure. Expansion to Saudi Arabia and Qatar planned for 2026.
Roadmap

Every sprint
compounds.

✓
Sprint 1–6 · Complete
Foundation + BōdhanAI Live + ClaimSync UAE
RAGGR™ engine v0.3, GoldenEval benchmark (76.1%), ClaimSync production UAE, student Q&A live, 1,000+ users, QCFI seminar.
RAGGR™ v0.3
BōdhanAI Live
ClaimSync UAE
GoldenEval V1
7
Sprint 7 · Active — Mar 2026
KaaryaaKairo SDK + FileLoaderAgent + ClaimSync Security
Multi-model router as SDK. Word/Excel/CSV/JSON/XML ingestion. Ollama on Azure. Storage key removed from Saleem PC — JWT + KV approach live.
KaaryaaKairo
FileLoaderAgent
ClaimSync :3.5
ClaimSync.Cloud
8
Sprint 8 · April 2026
DeepSeek V3 + Flashcards + MCQ Bank
DeepSeek V3 + Qwen 7B in Kairo gateway. BōdhanAI flashcard UI. Bulk MCQ generation per chapter cached forever. Generation benchmark.
DeepSeek V3
Flashcard UI
MCQ Bank
9
Sprint 9 · May 2026
Mind Maps + KaaryaaPII + Exam Revision Mode
D3.js mind map per chapter. PII scanning wired. Exam revision mode: flashcards + MCQ combined with score tracking.
Mind Maps
KaaryaaPII
Revision Mode
★
Sprint 10 · Jun 2026 — Dream Catcher
Audio Podcast Mode + GCC Enterprise Pilot
Chapter PDF → 8-min audio script via DeepSeek V3 → Azure TTS → MP3. Student listens → asks question → RAGGR™ cites from same chapter. Listen → Question → Revise. GCC pilot launch.
Audio Podcast
Azure TTS
GCC Pilot
Tamil Nadu Students
About

Knowledge
Engineered.

Kaaryaa Intelligence LLP is an AI engineering company founded by Anbu Chezhian S — AVP at an International Bank with 30+ years in banking technology, including a decade in Singapore. Building as a stealth founder alongside his corporate role.

The name Kaaryaa derives from Tamil and Sanskrit — meaning work or purpose. Everything we build has a clear purpose: make AI deployable, auditable, and genuinely useful for real institutions.

We are not a research lab. We ship. RAGGR™ is the engine. BōdhanAI, ClaimSync, and GuardRailSuite are the proof. Every sprint adds to the engine — all products benefit simultaneously. One codebase. Every sprint compounds.

Our proprietary moat is KaaryaaKairo's routing intelligence — after 6 months of production data, we train an ML classifier on query features → best model. No competitor can buy this data. We earn it query by query.

One codebase, every sprint compounds
BōdhanAI, ClaimSync, GCC are frontends on one engine. Every feature built is shared.
Institutions, not experiments
Banks, hospitals, schools. Compliance is in the engine — not bolted on.
Knowledge Engineered™
Every answer grounded in source. Citations enforced. Hallucination eliminated where it matters.
India-rooted, globally deployable
Tamil Nadu roots. Azure UAE North. GCC enterprise. Indian students. One platform.
Multi-model, not one-model forever
GPT-4o for compliance. DeepSeek for generation. Llama free tier for students. Route by economics.