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Visually Explained

The whole argument as eight figures — the fastest honest read of the desk.

THE DESK — THE CIRCUIT A dollar leaves a balance sheet. Becomes compute. It must come home in time. STAGE 1 Capital in STAGE 2 Capacity STAGE 3 Demand STAGE 4 Price the return must come back around Will the return arrive before the financing reprices? every figure sourced · the circuit, live ·

One dollar, one loop

A dollar of AI spending leaves a balance sheet, becomes physical compute, is sold to industries that must turn it into profit, and is priced by a market that may be ahead of the truth. The loop closes only if the return justifies the capital before the financing has to be repriced. Everything else on the site is one station on this loop. See it live →

THE DESK — THE TWO CLOCKS Financing runway vs productivity lag. Whichever clock lands first decides the cycle. NEAR TERM Financing runway can the spending survive? STRUCTURAL Productivity lag will the payoff arrive? vs every figure sourced · the race, timed in public ·

The race that decides the cycle

Every bubble is one question: is the spending justified by the output? We read it on two clocks at once. The bull case is the payoff clock landing first — a lag, then a boom. The fragility case is the runway clock running out first — capex repriced before the productivity ever shows up. Our entire edge is timing the race between them.

THE DESK — THE RECYCLING CAROUSEL $539B committed compute. ~$35B outside funded cash. The demand is mostly its own supply. 15.5× per $1 of outside equity that reaches the labs Model labs OpenAI · Anthropic · xAI Chip & cloud Nvidia · the hyperscalers $539B compute commitments ~$35B funded equity flows the other way every figure sourced · capex model, funded-cash basis, revised in public 2026-07-02 ·

When the demand is mostly its own supply

For roughly every $1 of outside equity that actually reaches the model labs, on the order of $15.50 of compute commitments flow back to the chip-and-cloud vendors — who in several cases helped finance the labs to begin with. Much of what looks like demand is recycled supply-side capital going around the same ring. Source: capex model, funded-cash basis ($539B committed ÷ ~$35B funded equity), revised 2026-07-02.

THE DESK — THE DIVERGENCE Three quarters together. Then the tapes inverted. Price is pulling away from the filings. +4.06 the widest gap in the series · 2026 Q2 +2.83 −1.23 2025 Q32025 Q4 2026 Q12026 Q2 market signal ground-truth (filings) every figure sourced · quarterly z-scores, n=4, descriptive ·

When the tape and the filings disagree

For three quarters the market signal and the ground-truth from the filings tracked together. In 2026 Q2 they inverted: the market spiked to +2.83 while the fundamentals fell to −1.23 — a gap of +4.06, the widest in the series. The market is pricing a payoff the filings don't yet show. Source: capex model, four-quarter z-score series.

THE DESK — SIX WAYS IT CAN CRACK Six filing-sourced indicators, 0–100, across the 43 names that are the build-out. 49/100 the AI Fragility Index · moderate, watching convergence capex vs demand65 organic demand57 circular financing49 insider selling42 energy40 depreciation37 every figure sourced · reproducible from published company scores ·

Six ways the build-out can crack

The build-out's stress is scored on six independent indicators, each 0–100. Today the strain is concentrated in capex outrunning demand (65) and demand durability (57); depreciation integrity (37) and energy (40) sit calmer. Convergence — several lighting up at once — is the real warning, and it's what the Fragility Index rolls into one number. Source: the index, current reading.

THE DESK — THE RINGS The build-out radiates outward — a core, the chain that feeds it, the ring that must pay it back. Core 43 supply chain · 39 demand · 21 Core · 43 names chips, cloud, labs, software — fully scored Supply chain · 39 names power, memory, cooling, real estate Demand · 21 names finance, healthcare, defense, and the rest every ring mapped the same way — from the filings every figure sourced · ring membership published ·

The build-out radiates outward

The AI build-out isn't just chips and clouds. It's a system that radiates outward: a core of 43 names, a supply chain of 39 that feeds it, and a demand ring of 21 names that must pay it back. We map each ring the same way — from the filings. Explore the rings →

THE DESK — THE DOLLAR'S JOURNEY Committed. Recycled. Adopted — narrowly returned. Re-priced before it came home. $1 follow one dollar and you can see the whole argument COMMITTED$539B booked RECYCLED~15.5× round-trip ADOPTED69/100, narrow ROI RE-PRICED+4.06 ahead of truth Stretched across the loop — not yet returned. every figure sourced · the circuit, first-dollar walk ·

Where one dollar sits right now

Follow one dollar and you can see the whole argument: it's committed at the top, recycled through the supply chain, broadly adopted but only narrowly returned, and re-priced as profit before it has come home. Stretching, not breaking — but the financing clock keeps ticking. Read the full journey

THE DESK — PAYOFF VS SPEND The spend is one concrete number. The return is real, broad — and partial. 19 of 31 industries with demonstrated AI ROI — real, not yet enough THE SPEND $539B committed, contractual, compounding THE RETURN 19 demonstrated 9 emerging 3 build-out every figure sourced · 31 industry views, tallied ·

Broad adoption, real but partial payoff

The cost side is one enormous, concrete number — committed, contractual, compounding. The return side is real and broader than the skeptics claim: 19 of 31 industries show demonstrated ROI. But it stays partial — much of it vendor revenue, none of it yet at the scale of the spend, and the market has priced past even this. See the live reading →

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