For investors

Infrastructure, not a dashboard

Investor brief

Why MenschHero is defensible — and what actually exists today. Every figure on this page is read live from the database on load. Nothing is estimated, rounded, or invented.

The problem

Crisis data is either expensive and closed (Foundry, Dataminr) or free but not verifiable. Anyone using a figure has to trust the provider — increasingly untenable for procurement, research, and journalism (see the EU AI Act).

The approach

MenschHero is a verifiable data layer: every derived value carries its provenance chain, its open formula, and a cryptographic proof. You don't have to believe us — you recompute it.

The moat

The edge is not code but discipline over time: a tamper-evident chain, reproducible values, and openly stated limits. That cannot be copied overnight — and it deepens with every snapshot.

The model

The public transparency layer stays free forever — that is the trust moat. We monetize the infrastructure (API access, institutional integrations), not the crisis.

Honest maturity

We are early. There is no revenue and no broad usage today — the first targeted outreach is just beginning. What exists is the substantial, defensible foundation: a working, verifiable data pipeline. That very honesty is part of the product.

Live system status

Read straight from the production database, fresh on every page load.

19,235

Measured observations

620

Source records

Sources (ledger)

403

Score snapshots

129

Documented crises

Feeding data sources

Chain verified end to end

403 of 403 snapshots cryptographically verified, 0 tampered. This check runs live on every load.

Provenance coverage

23%

143 of 620 collected source records are already linked into the score provenance chain. We show these 23% openly — instead of claiming "everything is traceable". The remaining records are genuine context data that (not yet) produce a score; the gap is the honest path forward, not a hidden problem.

Active data sources

Source	Records
worldbank	275
who_gho	144
GDACS	130
USGS PAGER	33
unhcr	24
OCHA FTS	13
hdx_hapi_inform	1

Open the evidence library — recompute it yourself

Every documented case shows the formula, inputs, sources, and the live-verified chain. No login required.