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 pairs · 22 runs · Q4 2026

typed messages, translated inline

Voice translation
93/100
+3 vs Q3 2026median · 22 pairs · 22 runs · Q4 2026

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

44 language pairs·45 scored runs·23 languages·updated monthly · Oct 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 · 14 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
100
97
96
94
94
92
92
91
91
91
91
91
89
89
88
88
88
88
87
87
71
▲2es
▲4it
▲1pt
▲1ro
▲3fr
▲7ko
▲3pl
▼1sv
▲5zh
▲6fi
▼4de
▲2en
▼4ja
▲30tr
▲9is
▼2nl
▼4da
▲3ru
▼1uk
▼3no
▼4cs
▲26hi
▼13hu

Faded bars have a thin sample (<3 runs) — read them as provisional.

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 · 19 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 93 · Q4 2026
100
75
50
25
0
100
98
97
97
97
96
96
96
95
94
93
92
92
91
90
89
89
89
88
87
85
83
76
▲8ko
▲3es
▲2zh
▲3ja
▲1it
▲4uk
▲3pt
▲3ro
▲10ru
▲3pl
▲1fr
•nl
▲4en
▲1cs
▲1no
▲2sv
▲9hu
▲4de
•da
▼4hi
•fi
▲5is
▲8tr

Faded bars have a thin sample (<3 runs) — read them as provisional.

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
93
Mar 2026
Apr 2026
May 2026
Jul 2026
Aug 2026
Sep 2026
Oct 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