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Solutions

One Expert Layer. Every AI Workflow.

Yuktrio supports the full spectrum of human intelligence tasks that AI development requires. From initial training data and annotation to ongoing evaluation and adversarial testing.

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Train

AI Training Data & Annotation

Create high-quality training data through expert-generated prompts, responses, structured annotations, and feedback loops. Supports SFT, RLHF, data curation, and human feedback workflows.

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Includes

  • Supervised Fine-Tuning (SFT)
  • Reinforcement Learning from Human Feedback (RLHF)
  • Structured annotations for model training
  • Data curation and cleaning
  • Human preference annotation
Evaluate

Response Evaluation

Expert review of AI-generated responses across accuracy, relevance, helpfulness, safety, and reasoning dimensions.

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Includes

  • Accuracy and factual correctness
  • Relevance and coherence
  • Helpfulness assessment
  • Safety and alignment review
  • Reasoning quality evaluation
Train

Preference Ranking

Systematic pairwise comparison of AI outputs to identify the strongest response across expert panels.

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Includes

  • Side-by-side response comparison
  • Multi-criteria ranking
  • RLHF preference signal generation
Train

Prompt & Response Creation

Expert creation of high-quality prompts and ideal responses grounded in domain knowledge.

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Includes

  • Domain-specific prompt engineering
  • Ideal response authoring
  • Adversarial prompt creation
  • Instruction following examples
Evaluate

Agent & Trajectory Evaluation

Evaluate agentic system behavior: tool use, reasoning chains, action sequences, and final outcomes.

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Includes

  • Tool selection evaluation
  • Reasoning sequence review
  • Missing step identification
  • Incorrect action flagging
  • Final outcome assessment
Harden

Red Teaming

Systematically expose vulnerabilities, edge cases, and failure modes in AI systems through structured adversarial testing.

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Includes

  • Hallucination probing
  • Jailbreak attempts
  • Prompt injection testing
  • Safety failure identification
  • Data leakage assessment

Ready to integrate human intelligence into your AI workflow?

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