FAQ article
When should Mandarin transcription be human-led instead of AI-only?
When the recording is used for research or decision-making, the question is not whether AI can produce text, but whether the final document can be trusted.
Short answer
AI-only transcription is risky when the recording contains mixed English, dense terminology, sensitive speaker labels, important numbers, or confidentiality restrictions. In those cases, the workflow should be human-led, with tools used only where they fit the agreed handling rules.
Where AI helps
Machine transcription can identify broad structure, speed up first-pass comparison, and support consistency checks. It is most useful when audio quality is stable, speaker turns are simple, and terminology is already known.
Where human work matters
Complex Mandarin recordings often include abbreviations, industry terms, incomplete sentences, mixed English, speaker switches, and context-dependent claims. Human work is not just polishing; it decides what the words actually are and whether the final document can support research or decisions.
How FingerPower handles it
FingerPower positions human transcription and review as the primary workflow. ASR and local offline AI may support comparison or quality checks, but they do not define the delivery standard. Sensitive projects can exclude these tools entirely — see the four core service axes and quality control workflow for how this maps to specific risks.
Next steps
Review service scope
See how mixed-language, terminology-heavy, speaker/number-critical, and confidential offline projects are scoped.
See services →Compare a real sample
Anonymized comparisons showing ASR error patterns, human correction, and offline workflow differences.
See samples →Start a project conversation
Share language mix, terminology density, speaker/number requirements, turnaround, and confidentiality needs.
Contact FingerPower →Free resource
Mandarin transcription buyer's checklist
A short PDF covering NDA terms, file handling, terminology preferences, and turnaround expectations — written for first-time and recurring buyers.
We will send it from service@fingerpower.com after a short check. The PDF is currently being finalized.
Related articles
Can confidential Mandarin recordings be transcribed without cloud ASR or AI?
Confidentiality is not just a promise on a website. It should be translated into access, transfer, retention, and deletion rules before work begins.
Read article →Why is Mandarin-English mixed transcription difficult?
The problem is not simply whether English should be kept. Mixed-language transcription requires bilingual judgment, because ASR and unqualified transcribers can turn English terms into unrelated Chinese.
Read article →