AI MOVES FAST
Unlock enterprise AI value with measurable ROI.
Fragment is the transformation partner for ambitious enterprises that refuse to be left behind. Diagnose where you stand. Activate your team. Build AI that's yours alone. Stay until it ships.
CORE AI ENGINEERING EXPERTISE
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.
Custom AI Engineering
When the mathematics becomes shipped software. Fine-tuned models, custom architectures, production-grade pipelines, and the boring infrastructure that makes them last.
Smart Stack. Big Impact.
Custom AI Engineering
Small Language Model Development
Custom AI Engineering
When the mathematics becomes shipped software. Fine-tuned models, custom architectures, production-grade pipelines, and the boring infrastructure that makes them last.
Smart Stack. Big Impact.
Custom AI Engineering
Small Language Model Development
AI Strategy Consulting & Operating Model
Fragment makes ambitious enterprises structurally AI-native — not AI-decorated. Strategy, custom engineering, agents, and the consulting muscle to make adoption actually happen.
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."
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."
AI MOVES FAST
AI was not built to replace you. It was built to extend you.
The transformer architecture — the engine behind every modern AI system — was published in 2017 with a simple goal: let machines pay attention the way humans do, but across far more information than any human could hold at once.
$4M+
Projects Delivered
98%
Drop in front-desk handlinig time
Client Satisfaction
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.
SOC 2 In Progress
Annual audits underway. Security controls, availability, and confidentiality assessment ongoing.
SOC 2 In Progress
Annual audits underway. Security controls, availability, and confidentiality assessment ongoing.
DPDP Compliant
Indian data protection regulation. Right to deletion, data portability, consent management built in.
DPDP Compliant
Indian data protection regulation. Right to deletion, data portability, consent management built in.
End-to-End Encryption
AES-256 at rest and in transit. RBAC, KMS-managed keys, and full audit logging.
End-to-End Encryption
AES-256 at rest and in transit. RBAC, KMS-managed keys, and full audit logging.
HIPAA Ready
Healthcare deployments with BAA agreements, PHI protection, and full audit logging.
HIPAA Ready
Healthcare deployments with BAA agreements, PHI protection, and full audit logging.
SECURITY & COMPLIANCE
Solve real-world
Seamless Integrations
challenges with industry-specific AI
Move beyond generic AI. Get systems built for your industry's regulatory environment, data realities, and unit economics. From healthcare in NCR to fintech in London to ecommerce in Dubai — Fragment ships AI that fits.
Effortlessly connect with your favorite tools. Whether it's your CRM, email marketing platform.
Problem Solved
Hey, It's me!
Healthcare
Clinical AI, EMR, imaging
Healthcare
Clinical AI, EMR, imaging
Fintech & BFSI
Fraud, KYC, lending AI
Fintech & BFSI
Fraud, KYC, lending AI
Ecommerce & D2C
Search, CRO, agents
Ecommerce & D2C
Search, CRO, agents
SaaS
AI-native, copilots
SaaS
AI-native, copilots
Real Estate
Listings, agents, search
Real Estate
Listings, agents, search
Automotive
Vision, predictive ops
Automotive
Vision, predictive ops
Logistics
Route AI, demand forecast
Logistics
Route AI, demand forecast
Logistics
Route AI, demand forecast
Manufacturing
Quality, predictive maint
Manufacturing
Quality, predictive maint
Manufacturing
Quality, predictive maint
Education
Adaptive learning, content
Education
Adaptive learning, content
Media & OTT
Content AI, recs
Media & OTT
Content AI, recs
Legal
Document Q&A, contracts
Legal
Document Q&A, contracts
Legal
Document Q&A, contracts
Insurance
Claims AI, underwriting
Insurance
Claims AI, underwriting
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.
Foundation Models
Anthropic Claude
OpenAI GPT
Google Gemini
Qwen3
DeepSeek R16
LLaMA 3
Mistral
Cohere
xAI Grok
Orchestration
LangChain
LangGraph
LlamaIndex
CrewAI
Haystack
DSPy
Model Context Protocol
ML Frameworks
PyTorch
TensorFlow
JAX
Hugging Face
scikit-learn
spaCy
Keras
Vector & Data
pgvector
Pinecone
Weaviate
Qdrant
FAISS
Snowflake
Databricks
Apache Kafka
Spark
Voice & Speech
Sarvam
Retell AI
Deepgram
ElevenLabs
Cartesia
Whisper
SELECTED WORK
Transformations
We shipped
A small selection of engagements we led from kickoff to live in production. The numbers are real. The people behind them take reference calls.
Effortlessly connect with your favorite tools. Whether it's your CRM, email marketing platform.
Healthcare
UltraCare
Built alongside MD critical care specialists. Voice handover, RAG over clinical protocols, risk scoring. Live in three NCR ICUs serving 80+ physicians.
Clinical CDSS
<₹1 per query
Healthcare
UltraCare
Built alongside MD critical care specialists. Voice handover, RAG over clinical protocols, risk scoring. Live in three NCR ICUs serving 80+ physicians.
Clinical CDSS
<₹1 per query
Medtech
Syrma Johari
Voice-first front desk handling inbound enquiries, booking, and follow-ups across Hindi and English. Patients can't tell they're not talking to a person.
Voice AI
3.2x Faster Booking
Medtech
Syrma Johari
Voice-first front desk handling inbound enquiries, booking, and follow-ups across Hindi and English. Patients can't tell they're not talking to a person.
Voice AI
3.2x Faster Booking
D2C
Tramontina India
Category revamp and conversion programme across Ceramic, Cast Iron, and Enamel lines. Embedded shopping assistant trained on full catalogue.
+40% CR Lift
0.8% Cast Iron CR
D2C
Tramontina India
Category revamp and conversion programme across Ceramic, Cast Iron, and Enamel lines. Embedded shopping assistant trained on full catalogue.
+40% CR Lift
0.8% Cast Iron CR
Testimonial
Our Clients Love To Use Our Products.
Free Up Your Time to Focus on What Matters Most
"Fragment didn't just build us a chatbot. They built us a clinical decision support system that our physicians actually use. The retrieval accuracy on ISCCM protocols was the difference between a demo and a production tool."
MD Critical Care · UltraCare AI Co-Founder
Dr. Rohit Srivastav
"Lucy is exactly what we needed for our front desk operations. She handles 78% of inbound calls in Hindi and English without our team having to step in. Patients can't tell they're talking to an AI — which is the highest compliment."
MedTech Operations · Mumbai
Syrma Johari Leadership
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
D2C & Ecommerce Director
Tramontina India Leadership
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
"Fragment didn't just build us a chatbot. They built us a clinical decision support system that our physicians actually use. The retrieval accuracy on ISCCM protocols was the difference between a demo and a production tool."
MD Critical Care · UltraCare AI Co-Founder
Dr. Rohit Srivastav
"Lucy is exactly what we needed for our front desk operations. She handles 78% of inbound calls in Hindi and English without our team having to step in. Patients can't tell they're talking to an AI — which is the highest compliment."
MedTech Operations · Mumbai
Syrma Johari Leadership
"We chose Fragment AI over three larger consultancies because they understood our P&L. They scoped a 90-day pilot with clear conversion targets and over-delivered on every milestone. Rare to find that combination of senior engineering and commercial discipline."
D2C & Ecommerce Director
Tramontina India Leadership
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
“They took the time to understand my brand and target audience, and developed a marketing strategy that perfectly captured our essence. Their creative campaigns led to a significant increase in sales, and their expertise helped us secure a valuable partnership with another company
Andrew Colley
ADAMA Software
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70%
Save upto 70% of the Consultation time.
3X
Faster diagnosis of common ailments.