Public Commitment

ANO Commons Fund

25% of net agent-generated revenue — committed before any discretionary distribution, updated quarterly, audited annually. This is not a donation. It is architecture.

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Access Equity

Municipalities, nonprofits, and public institutions that need these tools but cannot pay market rate receive access credits. The smaller the organization, the more they receive.

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Displacement Restitution

Our agents do work that humans used to do. The fund compensates individuals navigating that transition — retraining, career coaching, bridge support. Not charity. Structural acknowledgment that our productivity gains have human costs.

The Competitive Displacement Rule

MSR Research's goal is to win — against every competitor, including human ones. When our agents outperform a human grant writing firm, a compliance consultant, a municipal policy advisor, we should win. That's what we built for.

When we defeat agent-based competition, that's business. When we defeat human competition, those humans become eligible for this fund.

Every dollar earned by winning against a human competitor generates 25 cents toward their transition. The more we win, the more we owe, and the more the fund delivers. That loop is designed — not incidental.

How Agent-Generated Revenue Is Distributed

In this order. The founder receives what remains after all obligations are met.

25%
ANO Commons Fund
Access equity for public institutions + displacement restitution for affected workers. Pre-discretionary. Cannot be revised downward.
20%
Human Contributors
Humans working alongside the agents receive a structural share proportional to measurable value delivered.
15%
Reinvestment
Back into the agents — capabilities, safety research, public-benefit development. The machine funds its own improvement.
~40%
Founder Equity
What remains after all obligations are met. Real. Substantial. But it is last, not first.

Credit Mechanics

1 credit = $1 of MSR Research platform access

Issued quarterly. Redeemable against subscriptions, ANO Blueprints, Managed ANO fees, AI Policy assessments. Expire after 12 months. Non-transferable.

Small municipalities (<10K population)
Municipalities (10K–100K)
Nonprofits (501c3, public benefit)
School districts / public universities
Large municipalities / corporations
Displaced individuals

Transparency — Quarterly Receipts

The fund is tracked publicly, updated quarterly, and audited annually. Named recipients (organizations and individuals who consent) are listed. This page will show real numbers as the fund grows — not promises.

First quarterly report: Q2 2026. The fund opens when agent-generated revenue is first recognized.