AI – Artificial Intelligence
LLM Training, Evaluation, and Compliance Services
A unified framework for domain-specific AI, transparent accuracy, and
regulatory-aligned model delivery.
Our Current Delivery Model:
● Domain-Specific Training
● Accuracy Certification
● GDPR / DPDP / HIPAA Aligned Workflows
● End-to-End Delivery Framework
Core Services
A. Domain-Specific LLM Training
1. Data collection, cleaning, anonymization
2. Domain taxonomy and annotation guidelines
3. Fine-tuning (SFT, QLoRA, multi-stage training)
4. Support for legal, finance, healthcare, customer support, insurance, and
industrial domains
B. Accuracy Determination & Model Evaluation
1. Quantitative metrics: F1, precision/recall, BLEU, ROUGE, MRR
2. SME-driven evaluation: legal, finance, medical, domain experts (Hire consultants
on specialised filed)
3. Hallucination analysis & risk classification
4. Structured evaluation reports with reproducible results
C. Regulatory Compliance Alignment
1. GDPR, DPDP, HIPAA-aware data flows
2. De-identification / PII removal
3. Compliance audits, dataset lineage & logs
4. Model cards, dataset cards, safety documentation
Training Framework
1. Requirement Deep-Dive
● Domain study, risk review, compliance boundaries
● Output structure, use case definition
2. Dataset Development
● Data curation
● Annotation workflows
● SME review
● Quality scoring & consistency checks
3. Model Training
● Model selection (Llama, Qwen)
● Fine-tuning strategy
● Tooling: LoRA/QLoRA, supervised fine-tuning, RAG support
4. Evaluation Pipeline
● Automated benchmarks
● Domain-specific test sets
● Risk & failure-class mapping
● Data leakage checks
5. Compliance Integration
● Privacy filters in training + inference
● Logging + audit reports
● Adherence to GDPR, DPDP, HIPAA principles
6. Deployment & Monitoring
● On-prem, cloud, hybrid setups
● Drift detection
● Safety layers
● Versioned release cycle
Compliance & Safety by Design
Data Protection Measures
● PII redaction
● PHI-safe pipelines for healthcare
● Encryption at rest and in transit
● Zero-retention for sensitive data
Model Behavior Controls
● No memory of user inputs
● Built-in safety instructions and filters
● Compliance prompts
● Restricted generation for sensitive topics
Documentation
● Data lineage & training logs
● Bias and fairness report
● Algorithmic impact assessment
● Model card + Dataset card
● Versioned compliance evidence
These artifacts support internal audits, third-party audits, and regulatory reviews.
Cyber Security
VAPT (Vulnerability Assessment & Penetration Testing)
1. Web Application pen test
2. Mobile Application Pen test
3. Cloud Security Pen test
4. Network Security Pen test
5. IOT device Pen test
Managed SOC (Security Operations Center)
● 24/7/365 Real-time threat detection and response.
● Key Services:
◦ SIEM/XDR Integration: Collecting logs from all endpoints.
◦ Threat Hunting: Proactive search for hidden malicious activity.
◦ Incident Response: Immediate containment of breaches.
Compliance Audit
1. ISO 27001:2022
2. ISO 27701
3. ISO 20000
4. ISO 31000
5. DPDPA Act
6. GDPR
7. HIPPA
8. IS Audit
9. NIST CSF 2.0
10. SOC 1 & SCO 2
