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Synthium Labs
Synthium Labs

Case studies

We work under NDA, so we don't publish names.

Much of what we do touches unreleased models, prompts and training data. The teams we support ask us to keep that confidential — and we do. So you won't find customer logos or named case studies here. What we can offer instead is honest, verifiable proof of how we work, shared with you directly.

What we'd share with you

Proof, under confidentiality

None of the following is published as a marketing claim. Each is something we can walk you through in a pilot or under NDA — tied to your problem, not a generic statistic.

Pilot results

The actual output and outcomes of a scoped pilot, against the criteria we agreed up front — shared directly with you, not on a marketing page.

Qualification rates

How many experts we screened versus how many met the bar for a given domain — a concrete signal of rigor in building the workforce.

Calibration pass rates

The share of contributors who passed rubric calibration before entering production work on a project.

Reviewer agreement

Inter-reviewer agreement on judgments and labels — evidence that the quality bar is reproducible, not subjective.

Rework rates

How often deliverables needed revision before they met the standard, and how that rate moved as the team calibrates.

Turnaround times

Real cycle times from task assignment to reviewed delivery, at the scale and cadence we ran.

Expert screening numbers

Volume and standards of our sourcing and assessment pipeline for the domains your project needs.

How to see proof

The fastest way to see whether we can meet your bar is a pilot — small, scoped, and measured against criteria we set together. If you want to understand the system behind the results first, our quality page explains how we calibrate, review and score every deliverable.

Questions first? Email us at hello@synthiumlabs.com.