Gen AI Model Training

Gen AI Model Training

Stop Building AI Models on Inadequate Training Data
Gen AI Model Training

We design complete workflows for collecting, labeling, validating, and refining multimodal data, accelerating model accuracy and deployment.

Complete LLM Training Data Lifecycle Coverage
Complete LLM Training Data Lifecycle Coverage

Pre-training corpus preparation, instruction tuning datasets, RLHF preference labeling, safety alignment data, red teaming examples. End-to-end support from initial training through continuous refinement—not just one-off annotation projects.

RLHF and Human Feedback at Scale
RLHF and Human Feedback at Scale

Response ranking, preference labeling, quality evaluation across dimensions (factual accuracy, helpfulness, safety, coherence). Comparative assessment of model outputs. Process thousands of preference labels daily with >90% inter-annotator agreement on clear cases.

Image Generation Training Data—Captions, Tags, Quality Evaluation
Image Generation Training Data—Captions, Tags, Quality Evaluation

Detailed caption writing, attribute tagging, style labeling. Generated image quality evaluation, prompt adherence assessment, safety verification. Training data for diffusion models, GANs, and image generation systems improving accuracy and safety.

Code Generation Training Data—Examples, Documentation, Evaluation
Code Generation Training Data—Examples, Documentation, Evaluation

Code snippets across 20+ programming languages. Natural language-to-code examples, function documentation, bug corrections. Code quality assessment: correctness verification, efficiency evaluation, security checks. Training data for coding assistants and completion models.

Multilingual Excellence—15+ Indian Languages Plus English
Multilingual Excellence—15+ Indian Languages Plus English

Native speakers creating training data in Hindi, Tamil, Telugu, Bengali, Marathi, Gujarati, Kannada, Malayalam, and more. Understanding code-mixed content (Hinglish, Tanglish). Cultural context and regional variations. Essential for Indic language models.

Safety and Alignment Expertise—Red Teaming, Adversarial Testing
Safety and Alignment Expertise—Red Teaming, Adversarial Testing

Harmful content identification, bias detection, safety boundary definition. Red teaming generating adversarial prompts. Jailbreak attempt testing. Policy compliance verification. Training data ensuring models behave safely and ethically across sensitive scenarios.

Domain-Specific Expertise Across Industries
Domain-Specific Expertise Across Industries

Healthcare (medical transcription, clinical notes), BFSI (financial documents, compliance), Legal (contracts, case law), E-commerce (product data, reviews), Technology (code, documentation). Subject matter experts ensuring domain-appropriate annotations, not generic labelers.

Rapid Deployment—2-3 Week Pilots, Production in 4-6 Weeks
Rapid Deployment—2-3 Week Pilots, Production in 4-6 Weeks

Week 1-2: Requirements analysis, guideline development, annotator training, pilot annotation. Week 3-4: Quality validation, >90% inter-annotator agreement measurement. Week 5-6+: Production scale with continuous delivery. Pilot validates quality before full commitment.

Quality Framework—Multi-Level Review, >90% Agreement
Quality Framework—Multi-Level Review, >90% Agreement

Peer review, expert validation, automated consistency checks. Inter-annotator agreement tracking (>90% for clear tasks, >80% for subjective). Regular calibration maintaining standards. Continuous training adapting to requirements. Quality proven across millions of annotations.

Flexible Engagement—Projects, Dedicated Teams, On-Demand Scaling
Flexible Engagement—Projects, Dedicated Teams, On-Demand Scaling

Project-based annotation for defined datasets. Dedicated teams for ongoing needs. On-demand scaling matching development velocity. Hybrid workflows with ML-assisted pre-annotation. Platform integration via APIs. Formatted data delivery (JSON, CSV, Parquet, custom schemas).

Ready to Transform Your CX?

Get in touch with our experts today.
Select Services
Click or drag and drop to upload your filePNG, JPG, PDF, GIF, SVG (Max 4 MB)