HESPERIA, CALIF., June 7 (Our Hesperia) — By Eric Swanson
A translation-industry metric from Translated suggests AI-generated translations are taking less time for professionals to fix and could reach human-level translation quality by the end of the decade or sooner, according to the company’s reported trendline.
The finding is not a verified arrival of the technological singularity, and the materials reviewed do not support a firm claim that humanity will reach it within four years.
Translated, described as a Rome-based translation company, measured performance from 2014 to 2022 with a benchmark it calls Time to Edit, or TTE. The metric measures how long professional human editors need to correct AI-generated translations compared with human translations.
The company’s analysis covered more than 2 billion post-edits, according to its reported dataset. Translated’s baseline put human-to-human editing at about one second per word.
For machine-translated suggestions, professional editors needed about 3.5 seconds per word in 2015 and about two seconds per word in the later reported measurement. If the trend continues, Translated’s model projects AI translation could match human-produced translation quality by the end of the decade or earlier.
The measure is narrow. It tracks translation-editing time, not a broad test of artificial general intelligence, independent reasoning or a completed singularity.
The “singularity” is commonly used to describe a point at which machine intelligence exceeds human intelligence and accelerates technological change. The sources reviewed do not show one agreed technical standard for when that threshold has been met.
The timeline also differs from better-known forecasts. Futurist Ray Kurzweil predicted the singularity in 2045 in his 2005 book “The Singularity Is Near” and reaffirmed that date in his 2024 book “The Singularity Is Nearer.” Earlier forecasts by I.J. Good, Hans Moravec and Vernor Vinge placed human-level or greater-than-human machine intelligence in different windows.
A separate post by ISPCR on Jan. 11, 2026, asserted that “we have crossed the threshold of the Singularity” and estimated an onset between October 2025 and January 2026. The materials reviewed did not include independent evidence corroborating that assertion.
No source materials reviewed connected the Translated data, the ISPCR statement or the historical singularity forecasts to Hesperia, California.
