AiRecMark/Intelligence/Use case coverage
G-04 · Use case coveragearchive-recorded · snapshot 2026-09-17

Creation Use Cases: Video, Audio & Design

The recorded use-case layer of the three creation categories, merged. Population: 168 archives in the Video / Audio & Voice / Design categories, contributing 496 recorded entries and 427 distinct strings.

Key numbers

Archives in scope
168
data/tools · N=448
Recorded entries
496
finder.useCases[] · N=168
Tools with entries
168
finder.useCases · N=168
Distinct strings
427
finder.useCases[].useCase · N=496
Top string
Editing, upscaling and cleanup (13)
frequency · N=496

Most frequent use-case strings

exact-string frequency within the scoped categories

#Use case (as recorded)EntriesAvg weight
1Editing, upscaling and cleanup138
2Text-to-image generation139
3Editing and post-production tooling128
4Prompt-to-video generation129
5Studio-grade speech / music synthesis129
6Voice and stem control128
7YouTube-to-Shorts Creators210
81-3 cloned voices by tier.18
91,000 credits/mo across frontier image models.19
101,500-14,400 credits/mo by tier.18
11100% automatic background removal.110
12100+ languages, 2,800+ voices.18

Weight distribution

w=41w=63w=722w=8161w=9141w=10168

Recorded entry weights (1–10) within the scoped categories.

Method

  • Population: archives with category in [video, audio, design] (N=168); 496 recorded finder.useCases entries.
  • Frequency counts exact strings; average weight is the arithmetic mean of recorded weights rounded to 0.1.
  • No entries are synthesized for tools whose archives record none.
Data appendix. Source: data/tools/*.json · snapshot 2026-09-17 · method: useCase frequency/weight within category scope · aggregates published with method and N. T1 benchmarks recorded: 3 / 448.