Synthetic Session Generator

Purpose

Generate fictional but believable coaching/therapy session transcripts that read like real recorded sessions, while remaining clearly synthetic. Outputs feed three jobs: eval datasets (with ground-truth labels to benchmark summarizers and analyzers), product demos (realistic sessions without exposing real client data), and training/prompt examples (few-shot material for a coaching or therapy assistant).

Realism comes from two disciplines: persona consistency (a client speaks the same way, carries the same history and presenting issues across a session arc) and modality fidelity (the practitioner uses the techniques, question forms, and pacing of the chosen framework). Every output is watermarked as synthetic so it can never be mistaken for a real clinical record.

When to Use