Fairness Verification API for Game Probability Items

Launch verifiable draw workflows, audit trails, and secure randomness infrastructure for live game services.

Designed so verified draws, audit traces, hash receipts, and exportable evidence stay in one operational workflow. Supporting evidence includes a 256GB PractRand no-anomaly window, a Dieharder excerpt with 113 of 114 passes and 0 FAIL, a 2,000-sequence NIST STS batch, and BigCrush logs across core subtests.

Verified Drawevent-level draw workflow
Audit Logsrequest, response, and timestamp trace
Evidence Packreceipt and report export
256GBPractRand no-anomaly window
113/114Dieharder excerpt passed
2,000NIST STS validation batch
0 FAILexcerpt fail count
BigCrushcore subtest execution logs
Isolated Opstenant-aware operational separation

Validation Results

Enterprise validation logs available

PractRand

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PractRand stream validation ran to 256GB and reported no anomalies across 915 checkpoints in the captured output.

256GBcontinuous stream validated
915 checkpoints, 0 anomalies

ENT

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ENT recorded 8.000000 bits per byte, arithmetic mean 127.5001, and serial correlation 0.000015, indicating a stable entropy profile in the captured sample.

8.000000bits/byte entropy
Mean 127.5001, corr 0.000015

Dieharder

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The captured Dieharder excerpt recorded 113 PASSED assessments, 1 WEAK boundary result, and 0 FAIL.

113/114assessments passed
1 WEAK boundary result

NIST STS

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The NIST SP 800-22 summary batch covers 2,000 sequences, with Frequency, BlockFrequency, Runs, Rank, FFT, and Serial suites recorded within expected operating ranges.

2,000sequence validation batch
Frequency, Runs, FFT within range

TestU01 BigCrush

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Captured TestU01 BigCrush logs include SerialOver, CollisionOver, BirthdaySpacings, ClosePairs, SimpPoker, and CouponCollector runs.

BigCrushcore subtest logs secured
SerialOver and CollisionOver logged
API Example
curl -X POST https://api.rantropy.xyz/v1/verifications/draw \ -H "Authorization: Bearer YOUR_API_KEY" \ -H "Content-Type: application/json" \ -d '{ "eventId": "spring-draw-001", "poolId": "legendary-items", "requestedAt": "2026-03-27T09:00:00Z", "requestId": "audit-run-001" }'

Why Game Teams Choose Rantropy

Structured for teams that need fairness verification and operational evidence in live game services.

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Cryptographic Security

A CSPRNG-based engine with per-call traceability reduces predictability and tampering risk in draw operations.

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Statistical Validation

Internally validated against a 256GB PractRand stream, a Dieharder excerpt with 113/114 passes, an NIST STS summary over 2,000 sequences, and TestU01 plus ENT logs.

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Scalable APIs

REST and gRPC interfaces support integration patterns for game servers, batch jobs, and operator tooling.

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Statistical Distributions

Supports uniform draw workflows and extension points for service-specific distribution logic.

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High Availability

Designed for AWS-based production rollout with logging, monitoring, backup, and controlled operational hardening.

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Developer Friendly

Documentation, sample requests, and audit report formats reduce integration effort for game teams.

Operational Verification Layer for Live Game Services

Built for studios that need auditable draw operations, evidence logs, and regulator-ready reporting.

What Is Already Structured

  • βœ“CSPRNG-based draw generation with per-request traceability and event identifiers
  • βœ“Hash receipts, audit logs, and report outputs generated from the same event history
  • βœ“Private verification flow that avoids exposing internal tables or live balancing logic
  • βœ“Evidence package structure for disputes, compliance reviews, and operator explanations

What Teams Can Operate With It

Probability item operationsGacha and draw eventsEvent reward selectionAudit and dispute responseCompliance reportingPublisher-side fairness review

Enterprise Deployment Readiness

Prepared for the step from technical validation to customer-facing pilot and controlled production rollout.

β–ΈAWS deployment path for isolated production accounts, private networking, and controlled release environments
β–ΈPer-customer access control, API key separation, log retention, backup, and monitoring design
β–ΈReceipt, report, and evidence export formats for audit, dispute, and regulator-facing review flows
β–ΈPilot onboarding support for studio and publisher evaluation with sandbox and operational runbooks
β–ΈCommercial rollout path covering Marketplace listing preparation and direct-contract deployment
Contact for Enterprise