2025—
Agentic Enterprise OS
Quess Corp · Enterprise brain + agent fleet
An operating layer where a fleet of AI agents owns function outcomes — under human supervision.
- Multi-agent orchestration
- LLMs
- RAG
- Tool use
- Python
- Human-in-the-loop
Agentic AI · Enterprise systems · Product
Current
Head of AI, Quess Corp
Base
Bengaluru, India
- Saudi Aramco
- Income Tax Department of India
- GeM
- Infosys
- TCS
- Odisha Government
- ONDC
- Ministry of Finance
- Crystal Hues
- Fidel Tech
Selected work
Built around hard problems.
A decade of shipping AI systems — from Indic language tooling before transformers existed, to agentic platforms running enterprise operations today.
2025
Hamara HR Hygiene AI
Computer vision for deployed workforce
Realtime uniform-hygiene audits across 5,000+ fuel stations — a sub-20MB model and a live dashboard.
- YOLO
- Computer Vision
- Edge (<20MB)
- Realtime dashboard
- PyTorch
2025
Rozgaar Mitra
Last-mile employment, built at the village
A last-mile employment junction — village entrepreneurs help their community find work. 600+ active.
- ATS resume
- Recommendations
- VLE network
- Vernacular UX
- ONDC
2025
Hamara Jobs × ONDC
Anchor partner · India's first federated jobs network
Anchor partner in ONDC's Jobs domain — India's first federated, interoperable jobs network.
- ONDC / Beckn
- Microservices
- PWA
- SDK
- Interoperable APIs
2024
Aramco Project Planning AI
Saudi Aramco · Planning-document intelligence
An SME-grade ambiguity and scope-creep analyser for dense Arabic project plans — deterministic engineering plus a fine-tuned LLM.
- Nous-Hermes
- RAG
- BGE-M3
- Fine-tuning
- Synthetic data
- Human-in-the-loop
2022–24
DocAI
NeuralSpace · Arabic document intelligence
SOTA Arabic document understanding — pre-trained from scratch when nothing else worked.
- Pix2Struct
- TrOCR
- AWS SageMaker
- VQA
- OCR
- Arabic NLP
2022–24
VoiceAI
NeuralSpace · Arabic speech intelligence
Word-level timestamping for Arabic speech — Kaldi to Whisper, with the alignment Whisper didn't ship.
- Whisper
- Kaldi
- wav2vec2
- Forced alignment
- Coqui TTS
- Arabic ASR
2022–24
LocAI
NeuralSpace · Multilingual video PaaS
A multilingual video-localisation platform — voice cloning, a creative AI canvas, and up to 60% faster turnaround for ABS-CBN.
- React
- Microservices
- Voice cloning
- Custom STT
- Midjourney
- Video
2019
Chai & Kettle
Reverie · Low-data NLU for voice actions
A deep-learning NLU engine for voice actions — ~99% accuracy from a handful of examples, shipped to 3M+ devices.
- Deep NLU
- BPE
- Multilingual
- AutoML Ops
- Full-stack
2016–20
Prabandhak
India's first AI-powered translation marketplace
India's first AI translation marketplace — preserving formatting global engines couldn't.
- NMT / seq2seq
- XLIFF
- SymSpell
- CAT tooling
- Translation memory
2014
Swalekh
22-language Indic typing platform
A 22-language Indic typing platform adopted by the Odisha government.
- JavaScript
- LSTM
- Trie
- Transliteration
- CKEditor
Operating thesis
Good AI products do not ask enterprises to change reality. They absorb reality, then reduce the cost of running it.
01
Map the human workaround
02
Convert judgment into controlled flows
03
Measure execution, risk, and drift
Consulting
Bring the messy problem.
Advisory for teams building AI systems, automation programs, HRTech products, agentic workflows, and enterprise operating layers.
AI product strategy
Agentic workflow architecture
Enterprise automation discovery
HRTech and marketplace advisory
Advisory call
60 minutes. No theatre.
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