Problem
The world of AI is moving fast
MIT's 2025 study found nearly all generative AI pilots return zero measurable value. Not because the models are weak — because they're bolted onto legacy processes instead of built into the work.
LLM ENGINEERING
End-to-end workflow redesign. The document-heavy, regulation-heavy, repetition-heavy work that quietly consumes most of your back-office cost — and the AI-native way to rebuild it., The interfaces humans actually talk to.
73%
”We deployed Lucy — a Hinglish AI front-desk agent — to handle inbound product enquiries across catalog, pricing and lead-qualification. The sales team stopped triaging and started closing.“

73%
Drop in front-desk handlinig time
"Syrma Johari MedTech 73% drop in front-desk handling time We deployed Lucy — a Hinglish AI front-desk agent — to handle inbound product enquiries across catalog, pricing and lead-qualification. The sales team stopped triaging and started closing."

Process Redesign & Automation
End-to-end workflow redesign. The document-heavy, regulation-heavy, repetition-heavy work that quietly consumes most of your back-office cost — and the AI-native way to rebuild it., The interfaces humans actually talk to. Voice agents, chat assistants, multilingual support — built for production loads, regulatory environments, and accents other vendors get wrong.
15+
Syrma Johari MedTech "73% drop in front-desk handling time We deployed Lucy — a Hinglish AI front-desk agent — to handle inbound product enquiries across catalog, pricing and lead-qualification. The sales team stopped triaging and started closing."

73%
Drop in front-desk handlinig time
"Syrma Johari MedTech 73% drop in front-desk handling time We deployed Lucy — a Hinglish AI front-desk agent — to handle inbound product enquiries across catalog, pricing and lead-qualification. The sales team stopped triaging and started closing."

SECURITY & COMPLIANCE
Built for the highest enterprise standards.
Compliance is core to Fragment. For regulated industries — healthcare, BFSI, government — we default to India-region or on-prem deployment with full audit trails, RBAC, and encryption at every layer.

SECURITY & COMPLIANCE
challenges with industry-specific AI


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