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Benchmark source register
Inspect every benchmark publisher, methodology link, update date and coverage boundary used by TapToMarket.
Source-first. No hidden ranking weight.TapToMarket did not run these tools or benchmarks. We organize external evidence and state where it applies. Affiliate commission, sponsorship and EPC carry 0% weight.AI video generatorsArtificial Analysis Video Arena
A live arena leaderboard for video-generation models. It can inform model choice but does not score complete avatar-video products.
- Source
- Artificial Analysis
- Checked
- Live source
- Evidence coverage
- Official source-hosted embed
AI video generatorsVBench Leaderboard
A multi-dimensional video benchmark covering visual quality, motion and consistency.
- Source
- VBench team
- Checked
- 2026-04-01
- Evidence coverage
- MIT space · source assets may differ
AI voice generatorsArtificial Analysis Speech Arena
Listener preference data for speech providers, presented in the publisher’s live view.
- Source
- Artificial Analysis
- Checked
- Live source
- Evidence coverage
- Official source-hosted embed
AI voice generatorsTTS Arena V2
A second listener-based view of naturalness and preference across TTS models.
- Source
- TTS-AGI & contributors
- Checked
- 2026-09-05
- Evidence coverage
- Apache-2.0 space
AI coding toolsBigCodeBench
Measures model performance on multi-library programming tasks. It is useful context, but it does not rank Cursor, Windsurf or Bolt as products.
- Source
- BigCode project
- Checked
- 2025-02-04
- Evidence coverage
- Apache-2.0 space
AI image generatorsArtificial Analysis Image Arena
A live preference leaderboard for image-model outputs. Product workflow and editing control still come from separate review evidence.
- Source
- Artificial Analysis
- Checked
- Live source
- Evidence coverage
- Official source-hosted embed
AI meeting assistantsOpen ASR Leaderboard
Plots word error rate against speed across ASR models. It does not measure meeting summaries, action items or integrations.
- Source
- Hugging Face & contributors
- Checked
- 2026-09-11
- Evidence coverage
- Apache-2.0 app · component datasets vary
AI coding toolsDeepSWE
Measures frontier coding agents on 113 original, long-horizon engineering tasks across 91 repositories and five languages.
- Source
- Datacurve
- Checked
- 2026-09-03
- Evidence coverage
- Publisher-hosted public leaderboard