Profit distribution models

1) Why formalize allocation

• reduce transaction costs and disputes;
• make incentives consistent (quality ↔ profit share);
• simplify scaling and cross-chain expansion.

2) Taxonomy of models

1. Classic RevShare (revenue share): fast start, easy reporting; risk - weak link to costs/quality.
2. Net Profit Share (NPS): share net income after direct costs; need reliable cost accounting.
3. Profit Pools: total pool by domain/product → distribution by key.
4. Hybrid (CPA/CPL + RevShare/NPS): fix + percentage; risk and cache balance.
5. Performance-Indexed (QF model): share × quality multiplier (SLO/Retention/ARPPU/finality).
6. Risk-Adjusted (RAROC/S-collateral weights): accounting for economic collateral and exposure to risks/incidents.
7. Vesting/Cliff models: deferred payments until quality verification and returns/chargebacks.
8. Co-Ownership (RNFT): Relationship contract with shares, limits, quorums, and distributions.

3) Revenue, cost, profit: terminology

Gross Revenue (GR): Gross revenue of the event/stream.
Adjustments: sales taxes, returns, chargeback/bonus burn.
Net Revenue (NR) = GR − Adjustments.
Direct Costs: DA/bridge/gas/egress/compute/licenses/payment fees.
Contribution Margin (CM) = NR − Direct Costs.
Shared Overhead: amortized general expenses (support, observability).
Net Profit (NP) = CM − Shared Overhead.

4) Basic distribution formulas

4. 1 RevShare / NPS

[
\text{Payout}_i = \alpha_i \cdot \text{NR}
\ quad\text {or }\quad
\text{Payout}_i = \beta_i \cdot \text{NP}
]

where (\alpha _ i ,\beta _ i) are fixed fractions.

4. 2 Profit Pool

[
\text{Pool} = \sum_{e\in \mathcal{E}} \text{NP}_e,\qquad
\text{Payout}_i = \omega_i \cdot \text{Pool},
]

(\omega _ i) is defined by distribution keys (shares, contribution, QF, risk).

4. 3 QF-multiplier (quality)

[
\text{QF}_i = f\big(\text{success},,p95,,\text{DLQ},,\text{finality},,\text{Retention},,\text{ARPPU}\big)\in[\underline{q},\overline{q}]
]

[
\text{Payout}_i = \omega_i \cdot \text{Pool} \cdot \text{QF}_i
]

4. 4 Risk and collateral (S)

[
\text{RiskAdj}_i = g(\text{IncidentRate},,\text{Exposure},,S_i)
\quad\Rightarrow\quad
\text{Payout}_i = \omega_i \cdot \text{Pool} \cdot \text{QF}_i \cdot \text{RiskAdj}_i
]

5) Distribution keys (ω)

• Equity/Share: shares/cap-table, licenses.
• Contribution: traffic/time/resources (vCPU, GPU-min, GB-egress, DA-byte), verified value-events.
• Reputation/Quality (R/QF): reputation R (soulbound), QF-quality.

[
\omega_i = \lambda_1\cdot \text{Share}_i + \lambda_2\cdot \text{Contribution}_i + \lambda_3\cdot h(R_i),\ \sum\omega_i=1
]

6) Allocating costs

1. Pro-rata by shares: simple but insensitive to load.
2. Usage-based: resource counters (compute/egress/DA).
3. Activity-based Costing (ABC): cost drivers (requests, moderations, payments).
4. Risk-surcharge: "expensive" routes/wristbands of finality receive a premium.

[
\text{Cost}i = \sum_r u{i,r}\cdot \text{Rate}r + \text{RiskSurcharge}{i}
]

7) Hybrids and reservations

Floor/Cap: lower and upper payout limit.
Clawback: adjustment after chargeback/retract window.
Waterfall: priorities (taxes/returns → costs → S-insurance fund → pools → bonuses).
Sunset windows: time coefficients that auto-collapse.
Stabilizers: smoothing (EWMA) and "corridors" ([\underline {q} ,\overline {q}]) for QF.

8) RNFT contracts

• parties (DID/VC), roles (Operator/Provider/Studio/Affiliate/Auditor/Treasury);
• model ((\alpha ,\beta ,\omega,) QF, RiskAdj), windows (returns, finality), limits and quotas;
• S-pledges, slashing/escrow rules;
• compliance (regions, taxes/withholdings), reporting and auditing;
• 治理: quorums, vetoes, appeals, formula version, sunset.

9) Anti-gaming and justice

Dedup: idempotent events, outbox/inbox, seen-tables.
Anti-arb: ban/fine for "internal overflows" for the sake of QF/attribution window.
Golden-set checks: hidden quality control samples.
Graph analysis: mutual review/pseudo-affiliation rings.
Fairness (Jain): ((\sum x) ^ 2/( n\sum x ^ 2)) by share and budget.

10) Cross-chain aspects

Finality-aware: payments after reaching the target finality/challenge windows.
State proofs/bridges: transfer of aggregates, not "raw" logs.

Badge portability: we publish quality evidence badges (for example, SLA≥99. 9 %/90d) rather than "reputation as a number."

Policy precedence: There is a more stringent policy when rules conflict.

11) Taxes and compliance

Tax deductions on the payout route (withholding).
Regional restrictions for shares and payments (sanctions/age/licenses).
Audit trails: immutable logs, signed reports.
Privacy: selective reporting, ZK threshold confirmations.

12) Observability and reporting

End-to-end tracing: 'x _ msg _ id', 'rev _ event _ id', 'rnft _ id', 'route _ id'.

• P&L Live: GR/NR/CM/NP, deviations from plans.
• QF & Risk: contribution of quality and penalties, finality map.
• Cost Drivers: Resources/bets, expensive routes.
• Disputes: frequency, MTTR, adjustment sums.
• Governance: turn of proposals, effect of sunset edits.

13) KPI of distribution programs

Economics: margin/message ↑, Cost-to-Serve ↓, volatility payments ↓.
Quality: QF median/percentile ↑, the share of providers in the "green" zone ↑.
Justice: Jain in the hallway; reduced risk/income concentration.
Robustness: MTTR by ↓ disputes; clawback rate after the ↓ window.
Compliance: zero critical violations, accuracy of tax deductions.
Predictability: payout pool forecast error ≤ target.

14) Implementation playbook (in steps)

1. Inventory of value streams: where is GR/NR, what are the cost/risk drivers.
2. Model choice: RevShare/NPS/Pool/Hybrid + QF/RiskAdj, keys (\omega).
3. Cost accounting: include usage/ABC, resource rates, finality/bridges.
4. RNFT templates: shares, windows, clawback, S-pledges, eskrou,治理.
5. Calculation and simulations: retrospective for 3-6 months, stress tests (chaos/finality/chargeback).
6. Observability: tracing, P&L panels, QF, Risk, Disputes.
7. Pilot: restricted domain, A/B coefficients, sunset windows.
8. 治理: approval of weights/limits, publication of methodology.
9. Activities: automatic reports, closing period, audit trail.
10. Scaling: connecting new roles/regions/chains.

15) Reference parameters (landmarks)

QF corridor: ([0. 8; 1. 2]) for the sustainability of incentives.
RiskAdj corridor: ([0. 9; 1. 1]) (unless there are class S incidents).
Clawback window: 14-90 days (vertical/geo).
Window finality: ≥ 3 × (T_{block}) or by bridge/chain.
Fairness (Jain): ≥ 0. 85 for key pools.
Payout lag: (T_{close }\le 7) days after the period.

16) Delivery checklist

• Defined GR/NR events and overhead drivers (usage/ABC)
• Model (RevShare/NPS/Pool/Hybrid) and keys (\omega) selected
• QF and RiskAdj configured, corridors and anti-aliasing
• RNFT contracts: windows, clawback, S- eskrou,治理 and veto
• Tax deductions and geo/sanctions built in
• Trace and P&L panels, reports and audit logs
• Simulations/retro calculations and stress tests passed
• Pilot, sunset edits and public methodology
• Dispute and MTTR-SLO procedures are set
• Scaling plan by domain/chain/region

17) Glossary

RevShare/NPS: share of revenue/net income.
Profit Pool: aggregated profit pool by domain/period.
QF: quality multiplier by SLO and value.
RiskAdj: Risk/Incident/Collateral Adjustment.
RNFT: contract of relationships, shares, limits and procedures.

ABC - Activity Driver Costing

Clawback: reverse adjustment of payouts after the risk window.

18) The bottom line

A good profit-sharing model is an incentive algorithm, where quality, risk and contribution are directly reflected in the payout share. The combination of pools/hybrids, QF and RiskAdj, strict cost allocation, RNFT contracts and transparent reporting create a sustainable economy: participants see fair pravila,治理 gets manageable leverage, and the ecosystem gets predictable margins and scalable growth.