One planning surface
Odds, equipment, AFK time, recommendations, progression, and journals no longer require disconnected calculations.
Case study 03 · Decision tools
A bilingual browser strategy suite that helps players compare probabilities, equipment, and time before committing hours to an uncertain outcome.
Running product
The live product combines guided setup, target search, probability estimates, recommendations, AFK planning, journals, and shareable community workflows in one responsive interface.

Odds / context
Choice / time
The problem
Players need to know more than a nominal drop rate. Equipment, progression stage, boosts, cast speed, target rarity, and available time all change whether a setup is useful. The product turns those variables into comparable scenarios while keeping uncertainty visible.
My contribution
I shaped the product around guided decisions rather than a single calculator: target-fit recommendations, current-versus-optimized comparisons, AFK estimates, progression guidance, and shareable state.
The work spans TypeScript product logic, Next.js interfaces, bilingual content, responsive interaction, structured metadata, security communication, and production operation.
Ownership record
Decision flow
Product outcomes
Odds, equipment, AFK time, recommendations, progression, and journals no longer require disconnected calculations.
Beginners can start with a guided setup while experienced players retain access to advanced modifiers and comparisons.
Shareable state and community builds let a useful configuration travel without requiring a game account.
Result
The production suite now spans 16 routes and 62 TypeScript source files across calculation, onboarding, recommendations, progression, route planning, journals, community workflows, and supporting content. English and Indonesian interfaces serve the same product model.
Honest boundary: results are probability estimates, not guaranteed game outcomes. Game data and mechanics can change, so assumptions and update dates remain part of responsible guidance.
Estimate / compare
Decide / adjust