GRIDINT Research · The Machines

The learning curves.

When the world decides to make a thing at scale, the price does not drift down — it collapses on a curve, and this report draws four of those collapses from the primary records, indexed honestly on one chart. Reading a human genome: $95 million in 2001, $525 in 2022 — a 181,585-fold fall, halving every 1.04 years, faster than Moore's law ever ran. Solar modules: 497-fold since 1975. Battery cells: 118-fold since 1991. A kilogram to orbit: from tens of thousands of dollars to the low hundreds, by vehicle. And beside the four price curves, one gate that does not obey them — the FDA approves roughly the same number of novel drugs every year regardless — because the report's honest finding is that learning curves bend prices, not institutions.

THE CURVES

Four collapses, one chart.

The only honest way to draw $/genome beside $/kg is to index each curve to its own first year = 100 and let the log axis tell the story. The steepest line on this chart is biology's — sequencing fell five decades' worth of Moore's law in two. Real units are stated at every endpoint; a curve missing years is missing on the chart, never smoothed.

A1Four price collapses, indexed to first year = 100 — log axis
WHAT YOU ARE LOOKING AT Each line is a published series indexed to its own starting year (a transform, stated — the real units live at the endpoints and in the per-frontier view). The launch frontier is a per-vehicle scatter in its own view — it is not a single line and is never drawn as one here. Tap or hover any point.
sourceNHGRI · IRENA/Nemet · Ziegler & Trancik · via OWID, retrieved 2026-08-29 methodindex = value ÷ first-year value × 100 · log₁₀ axis · a transform of the held rows, never new data
THE FRONTIERS

Each curve in its own units.

The same three series, un-indexed — $95,263,070 to $525 per genome · $128.27 to $0.26 per solar watt · $9,210 to $78 per battery kWh — each on its own log axis, because the real units are the story once the shape is established. The computed halving times: genome 1.04 years · battery 4.9 · solar 6.4.

B1Three frontiers, real units, log axes — with computed halving times
WHAT YOU ARE LOOKING AT Small multiples, one per frontier, y in the series' own units (log). The halving time is an OLS fit on log₂(price) over the full series — the method the site uses for every pace figure. Tap or hover any point.
sourceNHGRI · IRENA/Nemet · Ziegler & Trancik · via OWID methodhalving = −1/slope of OLS on log₂(value) vs year, full series · stated per panel
THE LAUNCH FRONTIER

Not a line — a scatter of machines.

Launch cost is not one series; it is 61 vehicles across six decades, each a dot in its class. The frontier is the LOWER EDGE of the cloud — and the modern heavy-lift dots sit orders of magnitude below where the heavy lifters of the 1960s started. This view refuses the false line on purpose: the honest shape of this record is a scatter, and the report draws what the record is.

C1Cost per kilogram to low-Earth orbit — every vehicle, by class, log axis
WHAT YOU ARE LOOKING AT Each dot is a launch vehicle at its debut-era cost per kg to LEO, colored by class (small · medium · heavy), from the CSIS compilation. Tap or hover any vehicle for its name, year, class and cost.
sourceCSIS Aerospace Security · via OWID · per-vehicle, as compiled methoddrawn as the scatter it is · the frontier read from the lower edge, never fitted into a single line
THE GATE

One number the curves do not bend.

Sequencing collapsed 181,585-fold; the pipeline of biology filled with candidates — and the FDA has approved between 22 and 59 novel drugs a year for a decade, with no trend the record supports. The gate is an institution, not a technology, and it moves at an institution's pace. This is the report's honest counterweight: learning curves bend prices; they do not bend gates.

D1Novel drug approvals per year — the curated decade, beside the sequencing collapse
WHAT YOU ARE LOOKING AT Bars: CDER novel drug approvals per year, 2015–2024 — a CURATED table, one citation per row from the FDA's own annual reports; 2025 is omitted because the year is not closed and this table never carries a partial. Line: the sequencing cost, indexed, for the contrast the view exists to draw. Tap or hover any bar.
sourceFDA CDER Novel Drug Approvals, annual reports 2015–2024 · curated, and labeled so methoda count frontier beside a price frontier — the units are named on each axis and never mixed
METHOD

Where every number comes from.

Four published series, one curated table. Genome sequencing cost is NHGRI's own program record; solar module prices are the IRENA/Nemet series; battery cell prices are Ziegler & Trancik's; launch costs are the CSIS per-vehicle compilation — all four retrieved through Our World in Data's grapher exports on 2026-08-29 and stored in data.json beside this page. The FDA table is curated by this desk from CDER's annual Novel Drug Approvals reports, one citation per row, 2015–2024; 2025 is omitted because an open year is not a record.

The index is a transform and says so. First year = 100, per series, log axis — the only honest way to co-plot dollars-per-genome with dollars-per-kilogram. Real units live at the endpoints and in the frontiers view. Halving times are OLS on log₂(value) against year over each full series — the same discipline as every pace figure on this site.

What this page does not do. It fits no line to the launch scatter — that record is per-vehicle and is drawn as it is. It forecasts nothing — every curve ends at its last published point. It does not claim the FDA should move faster; it states that the record shows the gate flat while the curves collapsed, and leaves the argument to the reader.

sourcegenome.gov · ourworldindata.org (grapher exports) · fda.gov/CDER · retrieved 2026-08-29
FINDINGS

Four things the records show.

1Biology beat Moore's law. The genome halved in cost every 1.04 years — a 181,585-fold collapse in 21 years. The fastest sustained price decline in the industrial record is not in silicon. → the curves, A1
2The energy curves are slower — and unstoppable. Solar halves every 6.4 years, batteries every 4.9 — for five decades and three, respectively, through every cycle and shock in between. → the frontiers, B1
3Launch is a scatter, not a line. 61 vehicles, three classes, six decades — and the modern lower edge sits orders of magnitude below the frontier of the 1960s. The record refuses a single curve, so the report does too. → the launch frontier, C1
4The gate does not bend. 22 to 59 novel drugs a year, a decade running, while sequencing collapsed six orders of magnitude behind it. Learning curves bend prices — not institutions. → the gate, D1
A GRIDINT RESEARCH REPORT · THE MACHINES · AUTHORED FROM OFFICIAL RECORDS · RENDERED BY THE GRIDINT BUILDER
published 2026-08-29 · data cutoff 2026-08-29 · edition 1 — updated only by a new dated edition