Source: Matin (2026), "The Capital Velocity Gap" — IRS Form 990 (ProPublica Nonprofit Explorer) & Federal Audit Clearinghouse Single Audit data. All figures audited FY2024–2025.
Each scenario includes: implementation timeline · staffing requirements · risk factors · stakeholder impact · political feasibility. The AI generates options. The human owns the decision.
Direct disbursement rate · FY2024 · $10.8M expenses, $18.9M capital committed · Single statewide vehicle, unified reporting
Source: Matin (2026), "The Capital Velocity Gap" — scenario projections modeled on documented BFTP DCR methodology. Elevate Ventures (IN) benchmark from IRS Form 990 FY2024.
);
}
function Intelligence({ persona }) {
const [messages, setMessages] = React.useState([
{ role: "assistant", content: "Welcome to Nomos Intelligence. I have access to forensic data on 5 grant intermediaries across Pennsylvania, Ohio, Michigan, and Indiana. Ask me anything about the grant economy — anomalies, comparisons, scenarios, or policy implications." }
]);
const [input, setInput] = React.useState("");
const [loading, setLoading] = React.useState(false);
const endRef = React.useRef(null);
React.useEffect(() => {
if (endRef.current) endRef.current.scrollTop = endRef.current.scrollHeight;
}, [messages]);
const cannedResponses = {
"Which intermediaries have a DCR below 25%": "Four organizations in the dataset fall below the 25% DCR threshold:\n\n1. BFTP of Southeastern PA — 0.2% DCR. The most extreme case: $99.80 of every $100 absorbed by overhead. Personnel costs at 62% of total expenditure.\n\n2. JumpStart Inc. (OH) — 21% DCR. $14.9M in receipts, only $3.1M reaching founders. Internal service credits inflate reported program activity.\n\n3. Rev1 Ventures (OH) — 24% DCR. $11.1M total grants. 41% personnel cost share.\n\n4. Innovation Works (PA) — 25% DCR. Staff compensation ($7M+) exceeds total disbursements to founders. $29M in board-designated reserves with no public deployment timeline.\n\nPattern: The intermediary model consistently retains 75-80 cents of every public dollar for internal operations.",
"Compare BFTP-SEP to Elevate Ventures": "The gap between BFTP of Southeastern PA and Elevate Ventures (Indiana) represents the full spectrum of intermediary performance:\n\nBFTP-SEP: 0.2% DCR — $99.80 of every $100 retained internally. 62% personnel cost share. $8.4M reserves. $11.8M in receipts, $24K disbursed to founders.\n\nElevate Ventures: 55% DCR — $10.4M reaching founders from $18.9M in capital committed. 19% personnel cost share. $2.2M reserves. Single statewide vehicle with unified reporting.\n\nThe structural difference: Indiana consolidated into one statewide vehicle. Pennsylvania fragments across four regional centers, each maintaining independent overhead structures. BFTP-SEP's near-zero disbursement rate is the logical endpoint of an intermediary model with no accountability mechanism.",
"What would Innovate in PA 2.0 deliver": "Three scenarios for the proposed $100M Innovate in PA 2.0 appropriation:\n\nScenario A — Status Quo: ~$23M reaches founders. $77M absorbed by intermediary overhead, reserves, and personnel. Replicates current BFTP network average DCR of 23%.\n\nScenario B — 75% Direct Capital Mandate (Pittsburgh Compact): $75M reaches founders. Nearly triples capital deployment without increasing the appropriation. Compliance verifiable via annual FAC filings. Requires intermediary restructuring.\n\nScenario C — Performance-Based + First Customer: ~$52M reaches founders. Ties disbursement tranches to verified DCR scores. Adds First Customer Clause requiring corporations receiving >$10M in state tax incentives to pilot from state-HQ'd startups.\n\nThe delta between Scenario A and B is $52M — that's real founder capital left on the table by maintaining the status quo.",
"Which state has the most efficient": "Indiana. Elevate Ventures operates at a 55% DCR — the highest in our five-state Rust Belt dataset. Key structural factors:\n\n1. Single statewide vehicle — no fragmented regional overhead\n2. 19% personnel cost share (vs. 49% at Innovation Works)\n3. $2.2M reserves (vs. $29M at Innovation Works)\n4. Unified reporting and accountability\n\nThe Indiana model demonstrates that a 75% mandate is structurally achievable. Elevate already operates at 55% without any statutory requirement — a mandate would push them to benchmark, not break them.\n\nWorst performer: BFTP of Southeastern PA at 0.2% DCR. The spread between best and worst is 54.8 percentage points — entirely explained by intermediary structure, not market conditions.",
"What are the red flags in the Innovation Works": "Innovation Works (PA) carries four active audit flags:\n\n1. OVERHEAD-01 — Staff compensation ($7M+) now exceeds total disbursements to founders. This is a structural inversion: the intermediary costs more to operate than it delivers in capital.\n\n2. RESERVE-01 — $29M in board-designated reserves against $14.2M annual receipts — a 204% reserve ratio with no public deployment timeline.\n\n3. AUDIT-01 — Subsidiary VC fund (AlphaLab Gear, IW Capital Partners) not audited under GAGAS standards. This limits independent verification of capital deployment claims.\n\n4. CAPITAL-01 — Recycled capital claims are unverifiable under current audit scope. Cannot be independently confirmed from public filings.\n\nThe combination of excessive reserves, unverifiable claims, and personnel costs exceeding disbursements constitutes a HIGH risk classification.",
"How does Pennsylvania's dual-track system compare": "Pennsylvania operates a fragmented four-center BFTP model. Indiana uses a single statewide vehicle. The structural consequences:\n\nPA BFTP Network:\n• 4 regional centers, each with independent overhead\n• Average DCR: ~23% (Innovation Works 25%, BFTP-SEP 0.2%, BFTP-NEP 36%)\n• Combined personnel costs exceed combined founder disbursements\n• $29M+ in board reserves across centers\n\nIndiana (Elevate Ventures):\n• Single vehicle, unified reporting\n• DCR: 55%\n• 19% personnel cost share\n• $2.2M reserves\n\nThe fragmentation multiplies fixed costs — four executive teams, four boards, four compliance structures, four facilities. Each center maintains overhead regardless of deployment volume. Indiana's consolidation eliminates this structural inefficiency.\n\nConclusion: Pennsylvania's intermediary architecture is optimized for intermediary survival, not founder capital deployment."
};
async function sendMessage(text) {
const q = text || input.trim();
if (!q || loading) return;
setInput("");
setMessages(m => [...m, { role: "user", content: q }]);
setLoading(true);
// Demo mode: match canned responses by keyword
await new Promise(r => setTimeout(r, 1200 + Math.random() * 800));
const qLower = q.toLowerCase();
let reply = null;
for (const [key, val] of Object.entries(cannedResponses)) {
if (qLower.includes(key.toLowerCase().slice(0, 20))) { reply = val; break; }
}
if (!reply) {
reply = "Nomos Intelligence is processing your query across " + window.NOMOS.orgs.length + " indexed organizations in " + window.NOMOS.keyStats.statesAnalyzed + " states.\n\nIn the full platform, this query would synthesize Federal Audit Clearinghouse filings, IRS Form 990 data, and state appropriation records to generate a forensic response.\n\nFor the demo, try one of the suggested queries below — or explore the Ledger, Org Profile, and Scenarios screens for the full dataset.";
}
setMessages(m => [...m, { role: "assistant", content: reply }]);
setLoading(false);
}
return (