Our Data Services for LLMs

Comprehensive data solutions designed to elevate your Large Language Models across code generation, debugging, summarization, and STEM reasoning.

Core Services

Comprehensive AI training services designed to enhance your model's performance across all critical dimensions.

Prompt Engineering

We craft precise, effective prompts that unlock your model's full potential. Our expert team designs prompts that guide AI behavior, improve response quality, and ensure consistent performance across diverse use cases. From simple instructions to complex multi-step reasoning chains.

Precision Prompt Design

Performance Optimization

Consistent Behavior

Multi-step Reasoning

Step-by-step Reasoning

Logical Connections

Transparent Thinking

Improved Accuracy

Chain of Thought

Enable your model to think step-by-step through complex problems. Our Chain of Thought datasets teach models to break down reasoning processes, show their work, and arrive at more accurate conclusions through transparent, logical progression.

Supervised Fine-Tuning (SFT)

Transform your base model into a specialized expert through carefully curated instruction-response pairs. Our SFT datasets are designed to teach specific behaviors, enhance task performance, and align model outputs with your exact requirements.

Curated Instruction Pairs

Task Specialization

Behavior Alignment

Performance Enhancement

Comprehensive Assessment

Custom Benchmarks

Performance Metrics

Quality Assurance

Evaluation

Measure what matters with our comprehensive evaluation frameworks. We design custom benchmarks and assessment protocols that provide deep insights into your model's performance, safety, and alignment across multiple dimensions.

Rubrics

Establish clear, consistent evaluation criteria with our expertly designed rubrics. We create detailed scoring frameworks that ensure objective assessment of model outputs, enabling reliable quality control and performance measurement.

Scoring Frameworks

Objective Assessment

Quality Control

Consistent Standards

Conversational Flow

Context Retention

Dynamic Responses

Natural Interaction

Multi-turn Dialogue

Create engaging, contextually aware conversations with our multi-turn dialogue datasets. We design conversation flows that maintain context, handle complex interactions, and enable natural, human-like exchanges across extended dialogues.

Reinforcement Learning from Human Feedback

Align your model with human preferences through our RLHF expertise. We collect high-quality human feedback, train reward models, and implement reinforcement learning techniques that ensure your model's outputs match human values and expectations.

Human Preference Data

Reward Model Training

Policy Optimization

Value Alignment

Cross-modal Understanding

Rich Annotations

Precise Labeling

Diverse Modalities

Multimodal Labeling

Bridge the gap between different data modalities with our comprehensive labeling services. We provide expert annotation for text, images, audio, and video data, enabling your models to understand and process multiple types of information seamlessly.

Train Safer, Smarter LLMs Powered by Human-Aligned Data

Ethara AI delivers the data engine behind your most advanced models fine-tuned, safe, and aligned to real-world needs.