First-party research framework
Expert AI Data Demand Index
This page is the public home for a future index built from real inquiry and delivery data. No statistics are published today. Empty charts and invented percentages would be a different kind of fiction.
We are not a freelancer marketplace or traditional staffing company.
Current findings
None. Sample size is zero published records. When a series has enough real observations to report without identifying a client, it will appear here with a date and a limitation note.
- Sample size
- Not yet published
- Time period
- Not yet published
- Data source
- Planned: de-identified inquiry and delivery metadata from Stratum programs, never raw client data.
- Last updated
- Methodology only · 2026-08-26
Methodology
Future reports will count structured fields from qualified buyer inquiries and, where a program ran, from delivery records: domain, credential class, requested headcount, duration, work type, and whether adjudication was in scope. Counts will exclude spam, incomplete forms, and any record that cannot be de-identified.
The index will describe demand as observed by one company. It will not be a census of the market. Dataset schema will be added only when a public, structured dataset actually exists.
Limitations
- Selection bias: only teams that contact Stratum.
- Small-n risk: early series may be too thin to publish.
- Confidentiality: some high-signal slices may never be publishable.
- No causal claim that demand equals the “right” staffing model.
Planned series
- Most requested domains
- Most requested credentials
- Average requested cohort size
- Project duration
- Evaluation types
- Adjudication frequency
- Geography
- Specialty demand
Have a specification we should be able to staff?
Share the profession, specialty, experience, location, headcount, hours, duration, and project description. We assemble the expert capacity.
- Need 25 licensed nurses for a clinical AI evaluation
- Need 15 attorneys in a specific practice area
- Need 20 PhD scientists for benchmark creation
- Need 30 senior software engineers for code evaluation