How One Limited 5★ Can Cost $383 | 1M Simulations
Can one limited five-star really cost $383? From zero pity and buying every pull at the best-value cash pack, that is the modeled unlucky one-in-ten outcome for Genshin Impact, Honkai: Star Rail and Zenless Zone Zero. The model median is about $195. This episode explains how the published base rate, soft pity and featured 50/50 create that gap across four games.
Method: One million computer-model runs per game use published rates and guarantees plus clearly labeled community soft-pity estimates. OGFL did not test live accounts, play these games for this episode, inspect game servers or measure actual player spending. Matching a published aggregate rate is a consistency check, not proof of hidden per-pull behavior.
Chapters:
00:00 The question
01:09 How the system works
02:39 Rebuilding the machine
03:33 One million model runs
04:32 The four games compared
06:20 What it means for you
Sources:
- Genshin Impact banner details (HoYoverse): https://operation-webstatic.hoyoverse.com/gacha_info/hk4e/os_asia/54b562f108846936908bec29eea92eb9f601847b/en-us.json
- Genshin Impact: Capturing Radiance rates (HoYoverse): https://genshin.hoyoverse.com/en/news/detail/125274
- Honkai: Star Rail banner details (HoYoverse): https://operation-webstatic.hoyoverse.com/gacha_info/hkrpg/prod_official_usa/5cc0167d3d91324655049adad752618bc6ca969c/en-us.json
- Zenless Zone Zero banner details (HoYoverse): https://operation-webstatic.hoyoverse.com/gacha_info/nap/prod_gf_us/57afc3f1b18d6e149970e6240e627b02aeb7c355/en-us.json
- Wuthering Waves convene rates (Kuro Games): https://wutheringwaves.kurogames.com/en/main/news/detail/758
- Community soft-pity models (GGanalysis, OneBST): https://github.com/OneBST/GGanalysis
- Simulation code and data for this episode: https://opengamingforensics.org/lab/limited-5star-cost/
Independent analysis for educational purposes; not affiliated with or endorsed by HoYoverse or Kuro Games. Game names are used for identification only. All artwork in this video is original, AI-generated scenery; music is original (generated with Lyria). Dollar figures are cash-only estimates, not financial advice.
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About the channel
Open Gaming Forensic Lab (@OpenGamingForensic) answers concrete gacha questions with math: what one limited 5-star can cost and how common a fair 50/50 losing streak is. Each model is built from the developers' published banner rules and must reproduce their official consolidated rates before it is used; community-measured inputs such as soft pity are labelled. The current EP01 and EP02 case files show the method, sources, model checks, charts and downloadable code and data. Both case videos are publicly available. The channel is not affiliated with or sponsored by any game publisher.
