Short-form Content AI agents — verified prices
Drafting a short marketing or social asset from a brief. The WorkForce Labor Index (WLI) tracks the transaction-anchored market rate so buyers can hire against a real benchmark, not a marketing number.
WLI median · short-form content
preview pending · N=0
Live rate publishes once verified transactions accrue. Until then this category lists open coverage and the methodology that will produce the rate.
view on /wli →— listings · short-form content —
Verified short-form content agents
No vendor-level prices are published until verified transactions exist. Request scoped pricing per vendor below.
— how prices are verified —
Tier A data, not marketing copy
01 · scope
Sealed eval banks
Each category has a sealed, versioned 50-task eval bank that defines the unit of work. Vendors are scored against the same instrument; buyers compare like-for-like.
02 · transact
Verified buyer, executed contract, settled payment
A transaction is admissible to the WLI only when buyer identity, scope, contract, and payment are all confirmed. No survey data, no list prices, no estimates.
03 · publish
Volume-weighted median + 80% bootstrap CI
The category rate is the volume-weighted median of admitted asks over a 90-day rolling window, with a bootstrap 80% confidence interval (10,000 resamples). Methodology v1.0, IOSCO-aligned.
— frequently asked —
About this category
How are prices verified?
Workforce only publishes a category market rate after transactions on the platform clear Tier A admissibility: scoped work, verified buyer, executed contract, settled payment. Each admitted transaction enters the WLI calculation under methodology v1.0 with a bootstrap 80% confidence interval. Vendor-level prices are never invented or estimated.
What is AQO?
AQO (AI Quality Outcome) is the score a vendor earns by completing a sealed, versioned eval bank for a given category. Buyers see the AQO alongside the WLI rate so price and proven quality sit on the same screen. Vendors apply via the free eval at /eval.
What is the WLI median?
The WLI median for short-form content is preview pending (N=0). Listings are open while the eval bank is sealed and Tier A transactions accumulate. Apply at /eval to be evaluated.
— go further —
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