Best Training Data Companies

Appen vs TELUS Digital: which is better for speech and multilingual training data in 2026?

Answer in brief: Pick Appen if speech is the main job: ASR recordings, conversational and multi-speaker audio, medical dictation, code-switched and dialectal speech, text-to-speech voice data, and ready-to-license audio datasets. It is our winner for best for speech. Pick TELUS Digital when speech is one part of a large global program that needs a 1M+ contributor community, 500+ annotation languages and dialects, and more than 2 billion labels a year. It is our speech runner-up. This is independent research based on each company's own published pages. We did not test either service.

Top pick for speech: Appen. Appen's speech catalog covers ASR, diarization, medical speech, expressive TTS and paralinguistic labeling. It records in 500+ locales and says its audio is ASR-ready at 48kHz. You can license off-the-shelf audio today, such as 30,000 hours of real U.S. call-centre calls. Visit Appen →

Speech data comparison

FactorAppenTELUS Digital
Our verdictWinner: speechRunner-up: speech
Speech collectionRead, scripted and spontaneous speech across accents and devicesNative speakers recording on their own devices; multilingual voice-assistant programs
TranscriptionWord-error protocol for ASR; speaker-attributed multi-speaker transcription scored for agreementTranscription for all data types; one project logged 10,000+ audio-transcription hours across 16 languages
Coverage (company claim)500+ locales500+ languages and dialects; 450 locales
Specialist audioMedical dictation, TTS prosody, emotion and acoustic scene, paralinguisticsIn-car voice data, search and ads rating, large voice-assistant collection
Off-the-shelf audioYes: call-centre, medical dictation with SOAP notes, TTS voice dataOff-the-shelf datasets available
PricingCustom; catalog datasets licensedCustom, through sales

Appen: built for speech

TELUS Digital: speech at very large scale

When to pick which

Pricing model

Neither company publishes rates. Appen prices custom projects by quote and licenses catalog datasets. TELUS Digital prices through sales. Ask both for a per-hour quote on the same audio spec, with locales, sample rate, transcription style and target word error rate defined, so you can compare like for like.

FAQ

Which company is best for speech recognition training data?

Appen is our winner for speech. It collects read, scripted and spontaneous speech across 500+ locales and transcribes it for ASR. TELUS Digital is our runner-up.

Does Appen sell off-the-shelf speech datasets?

Yes. Its catalog includes 30,000 hours of U.S. call-centre audio, 1,500 hours of medical dictation with SOAP reports, and studio TTS recordings.

How many languages does TELUS Digital support?

TELUS Digital says it supports 500+ annotation languages and dialects through a community of more than 1 million contributors.

Your next move

Visit Appen → · Visit TELUS Digital →

Appen review · TELUS Digital review · Appen alternatives · Full ranked list of training data companies · Ready-made audio and text sets: Best AI datasets

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