Understands a language-learning app well enough to position it around short lessons, daily practice, and simple, fun learning.

✓ Worked🧾 artifact-verifiedinput + output shownTest date not recordedVidnoz AI
What was measured
Product understanding

Whether the tool gets the product right in features and positioning, rather than being generic or inaccurate.

decisive for this rankingtransformation

An ad has to describe the product accurately and position it correctly; generic or wrong messaging breaks the output. (3 of 3 judges)

What was given, what came back

Test input: Duolingo – Mobile App · mixed · group: ugc-style-video-ads
Input — what we sent
Input, verbatim
Product URL: https://www.duolingo.com/

Exact script:
Hook: Learning a new language has never been this easy.
Script: I've been using Duolingo for a few minutes every day, and it's made language learning simple and fun. The short lessons are easy to follow, and the daily practice keeps me motivated. If you're planning to learn a new language, give Duolingo a try.

Output requirements:
- Vertical (9:16)
- 20–30 seconds
- UGC-style AI presenter
- Natural AI voice
- Captions enabled

A short-form UGC promo prompt for a consumer mobile app, designed to test whether the tool can explain app benefits simply and persuasively while generating a realistic AI-presenter video.

Why this input is hard
  • · Mobile app understanding
  • · Consumer app promotion
  • · Script quality
  • · Avatar realism
  • · Voice quality
  • · Caption quality
  • · Overall ad readiness
Provenance
Observation
a4316236-44b9-465a-84f0-c9ab5bf6f6f0
Evidence run
9fdbb84b-4aa0-484d-8f89-5c46608019a5
Study
Generate UGC-Style Video Ads With AI Avatars
Research task
86baxegpg
Tested at
not recorded
Source
first-party
Evidence state
verified
Proof shown
input + output shown
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: "vidnoz-ai",
  scenario: "ugc-style-video-ads"
})
MCP · mcp.aidemos.com/api/mcp
Free with attribution.
Same input, same check — 5 other tools
measured on Product understanding
Real inputs and real outputs, no retouching · every cell queryable via API & MCP · aidemos.com