AI response evaluation
Reviewing model outputs for accuracy, relevance, clarity, and adherence to instructions.
AI training & evaluation
Better AI starts
with human
perspective.
Effective VD LLC brings human expertise to AI training—through thoughtful evaluation, technical tasks, and clear, actionable feedback.
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Careful work.
Clear feedback.
Practical support for the people and processes behind AI training.
Technical training tasks
Developing and reviewing programming tasks, examples, and evaluation criteria grounded in software expertise.
Human feedback & quality review
Providing structured feedback and careful quality checks to support AI training workflows.
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