Build the training signal your AI is missing.

Trusted training data

We create domain-specific instruction-response pairs, complex reasoning tasks, policy and process scenarios, conversational data and gold-standard responses for supervised fine-tuning.

• SFT data
• Instruction-response pairs
• Domain reasoning
• Multilingual data
• Synthetic data validation

Human preference & feedback data

Qualified reviewers compare, score and correct model outputs using explicit rubrics for accuracy, completeness, safety, policy compliance, reasoning quality and tone.

• Pairwise preference ranking for RLHF and DPO
• Likert and multi-dimensional scoring
• Expert correction and ideal-response creation
• Adversarial prompts and red-team scenarios

Data curation & expert validation

Transform customer-provided documents, interactions, images or operational records into model-ready artifacts. We use AI-assisted generation where appropriate, then apply risk-based sampling and SME review.

AI data governance & provenance

Powered by AegisDatastra, each engagement can track source, ownership, consent or license, classification, permitted AI purpose, contributor identity and qualification, validation status, dataset version, model consumption and evaluation result.

Agent training environments

We create stateful scenarios that test what an agent should access, decide and do, including tool permissions, transaction thresholds, policy exceptions, approval requirements and prohibited actions.