SBMUpdated 23 Oct 2026
Early version, updated weekly. Every claim is dated and sourced. Think something is wrong? Dispute it.
Map / 0. Fights / Selling the finished work

Per-word human translation

R0 Fightstoward Selling the finished workCost-curve loopRetiringDeclining
Placement: a judgment drawn from the evidence, open to correction (dispute it). As a rung 0 model it carries the family its value is moving toward.

The model

Definition
Translation billed by the word a person renders.
What presses on it
At TransPerfect, human language services fell below half of revenue for the first time in 2025; RWS reports a trillion machine-translated words a year.
What still holds it up
Both incumbents still grew total revenue.
Stops working when
The pressure above is the case against it. A stated end condition for retiring models is not yet written.

Evidence

Companies 1
Evidence items 1
Grades 1A 0B
Latest dated 2025
Counter-evidence 1

The three labels

0. Fights · loop gain negative. The curve shrinks what it charges for (seats, hours, heads, words, clicks).

Toward: Selling the finished work · money lands in the outcome, not the tool or the hours.

Cost-curve loop · cheaper models, lower unit cost, more volume, more revenue.

Same rung and family

Named companies 1 companies · grade per item

CompanyClaimDateGrSource
TransPerfect Global, Inc.
US · incumbent · best A
TransPerfect's billed revenue grew 7% in 2025 to $1.32 billion, its 33rd consecutive year of growth, but language services (traditional human translation) fell below 50% of total revenue for the first time, with growth instead driven by GlobalLink technology licensing (up 18%) and AI consulting2025ATransPerfect (company press release)

Counter-evidence Reversals, failures and disputes

TransPerfect and RWS, the two largest language-services incumbents, both grew total revenue in 2025 (TransPerfect +7%) rather than shrinking; the pressure shows up as a shift in revenue mix (technology licensing and AI consulting growing faster than traditional per-word human translation) rather than outright company decline2025TransPerfect (company press release)

Sources 1

TransPerfect (company press release) transperfect.com · 2025