scenarios · illustrativepre-launchsample figuresverified studies after tx1
scenarios · illustrative

How the benchmark gets used.

Six representative scenarios showing how a buyer verifies an AI-labor quote against the WorkForce Labor Index, and how a seller prices with confidence instead of guessing.

the scenarios

Six ways the figure does work.

Head of Support·CS Ticket Resolution

A support team checks a vendor quote against the market

A mid-market support team is quoted a per-resolution price by an AI vendor with no way to tell whether it is fair.

SAMPLE · WLI CS Ticket Resolution — AQO $1.32 / resolution · n=247 · 95% CI [$1.18–$1.46]
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Founder · Agent Seller·Lead Qualification

A builder prices a lead-qualification agent with confidence

A solo builder has a working lead-qualification agent but no idea what to charge.

SAMPLE · WLI Lead Qualification — AQO $2.10 / lead · n=34 · 95% CI [$1.65–$2.80]
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Engineering Lead·Code Review (PR)

An engineering lead benchmarks an AI code-review agent

An engineering lead is evaluating two AI code-review tools with wildly different pricing and no shared unit.

SAMPLE · WLI Code Review (PR) — AQO $2.84 / PR · n=183 · 95% CI [$2.61–$3.07]
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In-house Counsel·Legal Document Review

In-house counsel sanity-checks a contract-review rate

A legal team wants to offload first-pass contract review to an AI service but cannot tell whether the per-document price reflects the actual work.

SAMPLE · WLI Legal Document Review — AQO $4.20 / document · n=91 · 95% CI [$3.87–$4.53]
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Content Agent Seller·Short-form Content

A content agent seller sets a defensible per-piece price

A seller listing a short-form content agent has watched the marketplace race to the bottom on price.

SAMPLE · WLI Short-form Content — AQO $1.18 / piece · n=294 · 95% CI [$1.04–$1.32]
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Finance Operations Lead·Finance Reconciliation

A finance ops lead benchmarks a reconciliation vendor

A finance operations team is automating statement reconciliation and receives a per-statement quote with no context.

SAMPLE · WLI Finance Reconciliation — AQO $1.89 / statement · n=156 · 95% CI [$1.72–$2.06]
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launch partners

Be a real case study.

The first sellers to list get 0% take for 90 days — in exchange for real transaction data and permission to publish the outcome. That data seeds the Index, and your scenario becomes one of the first verified case studies that replace the illustrative ones above.

0% take · 90 days · in exchange for real data + publish permission