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Public Benchmark

Multilingual Accuracy You Can Verify

We publish our transcription accuracy data across 15 languages. No other AI meeting tool does this. Test it yourself - no signup required.

Updated monthly - Last update: May 2026

Accuracy Across 15 Languages

All figures based on internal testing across standardized audio samples (meeting-quality, multi-speaker). We invite independent verification. Contact us at benchmark@ironmemo.com

LanguageIronMemo WERIndustry Avg WERImprovement
English4.2%5.1%1.2x
Spanish6.8%15.2%2.2x
Russian7.1%22.4%3.2x
German5.9%14.8%2.5x
French6.1%13.9%2.3x
Portuguese7.4%18.1%2.4x
Japanese8.9%24.7%2.8x
Chinese (Mandarin)8.2%21.3%2.6x
Korean9.1%25.8%2.8x
Italian6.5%14.2%2.2x
Dutch7.8%17.6%2.3x
Polish8.4%23.1%2.8x
Turkish9.7%26.3%2.7x
Hindi10.2%28.9%2.8x
Arabic11.1%30.2%2.7x

Average across 15 languages: 2.5x more accurate

See the Difference

Same audio. Same meeting. Different AI.

Generic AI Model

Russian business meeting

Давайте обсудим [нечитаемо] проект. Сроки [нечитаемо] до конца квартал. Бюджет составл [нечитаемо] тысяч.
22.4% errors

IronMemo (auto-selected model)

Russian business meeting

Давайте обсудим новый проект. Сроки - до конца второго квартала. Бюджет составляет двести тысяч.
7.1% errors

Our Testing Methodology

Transparency is a feature, not a risk.

Standardized Test Set

100 audio samples per language. Meeting-quality recordings (not studio). Multi-speaker, real accents, background noise.

Fair Comparison

Industry average calculated from public benchmarks and our own tests of 5 leading competitors on identical audio samples.

Monthly Updates

We re-run benchmarks every month as models improve. Numbers on this page reflect the latest test run.

Open to Verification

We welcome independent testing. Contact benchmark@ironmemo.com for test audio samples and methodology details.

Why Accuracy Is Not Just a Number

15 min → 2 min

Time spent fixing transcript errors per meeting. At 92.9% accuracy vs 77.6%, you save 13 minutes per meeting.

$2,000/month

Average cost of manual transcript correction for a 10-person multilingual team. IronMemo eliminates this entirely.

Find anything

Accurate transcripts mean accurate search. When your AI remembers meetings correctly, you find answers in seconds, not hours.

How We Achieve This

1

Language Detection

IronMemo auto-detects the language of your recording. No manual selection needed.

2

Best Model Selection

Our system picks the most accurate transcription model specifically trained for that language. Not one-size-fits-all.

3

Quality Verification

Post-processing layer checks for speaker diarization accuracy, timestamps, and formatting consistency.

Frequently Asked Questions

Numbers Are Good. Experience Is Better.

Upload a recording in any language. See the accuracy for yourself. No signup. No credit card.