Quick answer
The displayed probability model must be the same model used by the random selector.
Container and collection records should be read as structured relationships. This prevents a visual similarity, old forum post or copied market listing from becoming an unsupported drop-pool claim. Transparent random selection, disclosed models and meaningful Monte Carlo statistics.
The displayed probability model must be the same model used by the random selector.
Virtual spend should use non-convertible simulation credits.
Large Monte Carlo runs estimate a model; they do not predict the next opening.
Store only local virtual inventory unless the user explicitly creates an account.
How to read the data
Begin with the exact record involved: item name, variant, source and observation date. Then separate a factual game-data field from an estimate, community convention or market inference. This sequence keeps a helpful shorthand from becoming a false claim.
Scroll horizontally for all evidence columns.
Practical checklist
- 01The displayed probability model must be the same model used by the random selector.
Document the evidence and any remaining uncertainty before using this point in a valuation, simulator or publication.
- 02Virtual spend should use non-convertible simulation credits.
Document the evidence and any remaining uncertainty before using this point in a valuation, simulator or publication.
- 03Large Monte Carlo runs estimate a model; they do not predict the next opening.
Document the evidence and any remaining uncertainty before using this point in a valuation, simulator or publication.
- 04Store only local virtual inventory unless the user explicitly creates an account.
Document the evidence and any remaining uncertainty before using this point in a valuation, simulator or publication.
Common mistakes
Treat a listing as a sale
Asking prices can be stale, manipulated or far from executable demand.
Hide model assumptions
Fees, odds and freshness windows must stay visible and editable.
Match the exact variant
Wear, pattern, StatTrak, Souvenir and event identity can change the record.
Keep an unavailable state
Missing evidence should remain missing instead of becoming fabricated data.
Sources and methodology
This guide derives its factual framing from the references below. External sources can change; LootGap records a review date and does not silently replace missing facts.
- ↗ByMykel CSGO-API documentationhttps://github.com/ByMykel/CSGO-API
- ↗Valve game-data referenceshttps://www.counter-strike.net/
Frequently asked questions
What is the main takeaway from “How a case simulator should work”?+
The displayed probability model must be the same model used by the random selector.
Can this guide guarantee a market result?+
No. It explains item data and decision methods. Prices, liquidity and outcomes can change, and simulated/model results are not guarantees.