Industries
Deterministic settlement for platforms that turn billions of micro‑events into payouts. We compute the same way every time, gate disbursements on evidence, and leave you with replayable, audit‑ready results.
Who has this problem?
The biggest pain points
- Penny drift from rounding across millions of payouts
- Hard‑to‑audit totals and slow dispute resolution
- Low trust from opaque calculations
- Risky changes: rollouts/migrations can silently alter amounts
Why deterministic settlement fixes it
- Byte‑identical replays prove every number
- Carry ledger & late quantization eliminate rounding drift
- Disbursement is evidence‑gated (ACK/SPV/CT with freshness & quorum)
- Canary + rollback make changes safe
Gaming (AAA + Live Service)
Why it hurts
- Tournament payouts & big patch spikes watched by millions
- Rewards, refunds, cross‑platform inconsistencies
- Fraud waves force blanket freezes that anger good players
What you get
- Penny‑exact rewards with replay proofs
- Transparent pacing instead of freezes; reason‑coded holds only on suspects
- Privacy‑first transcripts for regulator/audit requests
Pilot metrics (30 days)
- DSO ≤ 1 day for player/creator payouts
- Dispute rate ≤ 0.5%; fraud leakage ≤ 0.3%
- Spike‑day uptime with queue transparency
Creator Platforms (video, live, subs)
Why it hurts
- Creator churn when payouts feel wrong or slow
- Invalid‑traffic clawbacks erode trust
- Global tax/withholding variance
What you get
- Replay‑identical revshare; deterministic caps & carries
- Reason‑coded gating on suspected IVT only
- Withholding/tax tokens verified before release
Pilot metrics (30 days)
- Processing time → minutes; fewer clawbacks
- Dispute handling time ↓ ≥ 50%
- Creator retention lift on gated cohorts
AI & Usage‑based SaaS
Why it hurts
- Metering correctness across models & clouds
- Attribution and partner‑share accuracy
- Viral spikes (×1000) create billing variance
What you get
- 128‑bit usage folds; byte‑identical invoice replays
- Partner share proofs via privacy‑first transcripts
- Acceptance‑gated release (evidence must be fresh)
Pilot metrics (30 days)
- Billing disputes ≤ 0.2% on pilot SKU
- Close latency ≤ 1–2 days
- Credits/refunds ↓ with transcript evidence
Marketplaces & On‑Demand
Why it hurts
- Multi‑party fee splits; cancellations, tips, incentives
- Vendor migrations/reshards create silent deltas
- Manual sign‑offs block cash flow
What you get
- Cross‑version digest equality before promotion
- Deterministic carry/tiebreak policy; shard invariance
- Reason‑coded holds; zero‑guesswork migrations
Pilot metrics (30 days)
- Same‑day reconciliation on cancellations/returns
- Disputes ≤ 0.5%; leakage ≤ 0.3%
- Daily payout‑readiness view for finance
Why these companies pay for this
Cost of failure is huge
One payout disaster can cost millions in reputation, churn, and credits. Deterministic release prevents it.
Scale amplifies problems
Small rounding or policy errors become big money at millions of users; our carry & proofs keep totals exact.
Compliance & trust
Proof‑first audits and reason‑coded gating satisfy finance, regulators, and partners without slowing growth.
Typical contracts
From $50K for smaller cohorts up to $2M+ annually for tier‑1 platforms with multiple payout flows.
Segmentation strategy
Start with the highest‑pain wedges (gaming tournaments, creator top cohorts), then expand with proof points.
At a glance — pains, guarantees, and checks
| Segment | Typical pain | What you get | Signals we check |
|---|---|---|---|
Gaming | Spike‑day outages; blanket freezes; fraud waves | Replay‑proven rewards; transparent pacing; reason‑coded holds | ACK from ops/finance; fraud proofs; privacy‑first transcripts |
Creators | Clawbacks; tax/withholding variance; churn | Deterministic revshare & carries; pre‑release tax checks | Finance ACK; tax tokens; IVT signals |
AI & SaaS | Meter correctness; partner shares; viral spikes | 128‑bit folds; invoice replays; acceptance‑gated release | Usage proofs; partner attestations; finance ACK |
Marketplaces | Multi‑party fees; cancellations; migrations | Cross‑version digest equality; deterministic policy | Policy checks; dual‑run digests; compliance tokens |
Signals are configured per customer and can include business approvals, cryptographic proofs, and compliance attestations with freshness & quorum.
Ready to pick a wedge?
Pick a cohort
Choose one tournament, creator tier, city, or SKU. We dual‑run, compare digests, and gate only where evidence is missing.
Book a scope call
We’ll agree on targets and reporting upfront. If we don’t meet the targets, you don’t expand.