An AI-driven engineering & data collective — we architect cloud, infrastructure, immersive and robotic systems, run the full stack of AI data work, and consult on any IT challenge you bring us.
15+ years across Life Sciences, banking and global manufacturing — IT/OT, cloud and the emerging-tech edge.
Multi-cloud architecture, migration & self-service platforms — AWS, Azure, GCP, VMware, Nutanix.
Zero-trust design, hardening & compliance for GxP-regulated, enterprise-grade estates.
Kubernetes, Istio, CI/CD and automation compressing release cycles to minutes.
Smart-glass remote assistance, factory overlays and twin simulation — Quest 3, HoloLens.
Humanoid PoCs, predictive maintenance and operator workflows for physical AI.
OT/IT convergence, reference architectures and validated rollouts to ISA-95/99 & TOGAF.
7+ years of high-volume, guideline-compliant AI data delivery — multilingual across English, Hindi, Tamil & Malayalam.
Text, image, audio & video gathering for ML/AI training pipelines — including 500+ multi-accent voice samples.
Preference-ranking LLM response pairs on helpfulness, harmlessness, accuracy & tone with structured feedback.
Bounding boxes, polygons & semantic segmentation; NER, intent & sentiment labeling — 5,000+ sentences delivered.
Verbatim & intelligent transcription with timestamps and speaker diarization — 200+ hours, multilingual.
Design, test & refine instruction-tuning prompts; synthetic dataset generation — 300+ medical-domain prompts.
Proofreading, fluency review and translation verification & localization QA across four languages.
Flagging harmful, biased or policy-violating outputs; toxicity, safety & edge-case documentation.
Query-document relevance scoring, SERP quality rating and information-retrieval QA at scale.
Research surveys, structured data entry and web research with strict accuracy and turnaround discipline.
One-on-one advisory on cloud, security, DevOps, AI strategy, AR/VR, infrastructure or architecture — from a Top-5 Life Sciences technology leader. Pay per call, no retainer required.
BOOK A CALL →Hands-on, project-driven training for teams and individuals — enterprise-grade, zero filler.
Networks, storage & data-center fundamentals to advanced ops.
vSphere, vSAN, NSX — the full virtualization estate.
Architecture, security & DevOps across AWS, Azure, GCP.
Immersive build pipelines and enterprise XR deployment.
Operator skilling, teleoperation and physical-AI workflows.
Running AI data programs end-to-end at enterprise scale.
Map the real problem, constraints and the outcome that matters.
A lean, secure, future-proof design — costed and de-risked.
Iterative delivery with automation, quality gates and transparency.
We run it, train your team, and hand over something that lasts.
Enterprise projects · Freelance AI data · Paid consultancy calls · Training cohorts · Worldwide, remote-first.