Translation quality, in the open

AI Translation Quality Benchmark

How well InterMIND actually translates — measured by our automated test suite over a fixed FLORES-200 benchmark set, per language pair, every month. Synthetic and reproducible, not cherry-picked averages.

Chat translation
91/100
median · 22 language pairs · 88 scored runs · Q4 2026

typed messages, translated inline

Voice translation
92/100
+2 vs Q3 2026median · 22 language pairs · 88 scored runs · Q4 2026

one score for speech recognition + translation, end-to-end

44 language pairs·180 scored runs·23 languages·updated monthly · October 2026

Score = semantic fidelity to a reference translation (0–100). Higher is better.

Excellent 90+ Good 70–89 Fair 50–69 Weak <50

Text chat translation

Typed messages translated inline as they're sent.

23 of 23 languages average Good or better (70+) this quarter · 13 improved vs Q3 2026

Average quality per language · Q4 2026vs Q3 2026

Each bar pools every run translating to or from that language this quarter. The dashed notch marks the previous quarter.

Q4 2026 (avg) Q3 2026 median 91 · Q4 2026
100
75
50
25
0
100
100
98
95
95
95
93
93
92
91
91
91
91
90
89
88
88
88
88
88
86
85
73
▲2es
▲1pt
▲2it
▼1ro
▲2fr
▲4pl
▲6ko
▲6zh
▼1sv
▼4de
▲2en
▼4ja
•no
▲10is
▲28tr
▲3fi
▼4da
▲3ru
▼3nl
▼1uk
▲25hi
▼6cs
▼11hu

Voice translation

Live speech, transcribed and translated in real time — the harder end-to-end problem.

23 of 23 languages average Good or better (70+) this quarter · 17 improved vs Q3 2026

Average quality per language · Q4 2026vs Q3 2026

Each bar pools every run translating to or from that language this quarter. The dashed notch marks the previous quarter.

Q4 2026 (avg) Q3 2026 median 92 · Q4 2026
100
75
50
25
0
98
98
97
96
96
95
94
94
93
93
91
91
91
91
90
89
89
89
88
88
86
80
75
▲5ro
▲3es
▲1it
▲4ko
▲2ja
▲2pt
▼1zh
▲9ru
▲2pl
▲1uk
▼1fr
▼1nl
▲3da
▲3en
•cs
▼2hi
•no
▲9hu
▲1sv
▲3de
▲1fi
▲2is
▲7tr

Quality over time

Monthly median per modality, since we started publishing.

Chat Voice
100
75
50
25
0
98
68
99
77
92
94
84
92
91
92
March 2026
April 2026
May 2026
July 2026
August 2026
September 2026
October 2026

These numbers come from real sessions

Every run on the live demo is scored automatically and folded into next month's benchmark. A session looks like this:

Live translated meeting
→ EN

Full data table

Every published pair and month — median, range and sample size. Sortable by any column.

Frequently asked questions