The dubbed voice sounds slightly robotic rather than fully natural.
What was measured
Voice Cloning Quality
Does the dubbed voice sound natural, and does it match the original speaker's energy, tone, and style?
decisive for this rankingtransformation
The product here depends on the dubbed voice sounding natural and resembling the original speaker, so weak voice cloning directly hurts the core task. (3 of 3 judges)
What was given, what came back
Test input: Hindi vlog-style talking head (Hindi → English) · video · group: video-translation-voice-clone-lip-sync
Input — what we sent
HeyGen — Input 2 Educational.mp4
Input not captured
This run recorded no prompt or input file for the test, so we cannot show you what produced the result below. Capture gaps are tracked, not hidden.
A casual Hindi/Hinglish talking-head or vlog-style creator video translated into English to stress informal language handling, slang, and natural-sounding voice cloning on real creator content.
Output — unretouched
No output artifact
The verdict rests on the tester's written observation alone — no file was captured for this cell.
Also checked on this input — same tool, 6 other criteria
Lip Sync Accuracy◐ MixedLip sync is acceptable, but it weakens on longer sentences.Lip Sync Accuracy◐ MixedKeeps lip movements mostly aligned, but synchronization becomes slightly inconsistent during fast speech.Lip Sync Accuracy⚠ StruggledLip sync becomes noticeably less accurate and falls out of alignment in some sections.Translation Accuracy✓ WorkedProduces mostly accurate English→Spanish translation for structured educational narration.Translation Accuracy✓ WorkedProduces a semantically accurate English→Hindi translation that preserves the energetic fitness tone.Translation Accuracy◐ MixedProduces an understandable English translation, but it becomes literal and loses natural conversational flow.
Provenance
- Observation
- 93225df6-a800-4a70-91b5-cd29e8e95ceb
- Evidence run
- 9feca581-b454-4bda-a610-a646cd0092f0
- Study
- Translate Videos with Voice Cloning and Lip Sync Using AI
- Research task
- 86b96dfpf
- Tested at
- Jun 24, 2026
- Source
- first-party
- Evidence state
- verified
- Proof shown
- input only
- Cost / latency
- not captured
- Repeat run
- not captured
- Tester
- not captured
The last three rows are honest blanks, not placeholders — our capture has no field for them yet.
Query this
get_evidence({
tool: "heygen",
scenario: "video-translation-voice-clone-lip-sync"
})MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, same check — 5 other tools
measured on Voice Cloning Quality
Dubverse✓ WorkedProduces a natural, professional-sounding voice that fits neutral educational narration.ElevenLabs✓ WorkedThe dubbed voice was reported as very high quality: natural, human-like, expressive, and especially strong for energetic fitness instruction delivery.Rask AI◐ MixedGenerates a generally natural Hindi dubbed voice, but some passages sound slightly robotic and do not fully capture the speaker's fitness energy or emotion.Sync Labs◐ MixedThe dubbed voice is decent but still sounds AI-like and less natural than ElevenLabs, so the speaker match is only moderate.Synthesia◐ MixedThe Spanish voice sounded natural and professional, but the report frames the workflow as avatar-based rather than source-speaker-based, so it does not demonstrate true original-speaker voice cloning.
This evidence is published in
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com