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Research · strategy for the AI market

How a big market is born — and what it means for us in the AI market

To design the strategy of our products and our company in the AI market, we study how similar markets formed in earlier eras — markets born from a general-purpose technology. The first case we worked through is electricity. This is the story of what we found.

Inside: why · what we did · 9 findings · the pattern across 44 cases · what it means for AI · what's next

Why

To find the regularities and repeatable rules of entering a market

Our task is to find the regularities and repeatable rules of entering a market and creating a new one. The AI market is the market of a new general-purpose technology; history has had several — electricity, the automobile, electrical and electronic engineering, computers. All of them travelled a similar path, from discovery to the rise of new industries. If we understand HOW big companies grew on them, those become transferable rules for us today.

We started with electricity and took several cross-sections: how, as a phenomenon, electricity replaced old functions; how it rebuilt the markets needed to produce it; what markets, products and services it created and changed; and, separately, how the very earliest penetration unfolded, when the physical phenomenon turned into the first technologies, products and businesses. The aim is to extract patterns and working strategies — and then study other markets the same way.

What we did

First, a map: what electricity turns into and what it consumes

We built a structural schema: electricity → six base functions (light, motion, heat, cold, chemistry, signal) → types of mechanisms → the concrete products people buy. It is the «skeleton» of the whole market, from phenomenon to shelf.

ЭЛЕКТРИЧЕСТВО сила / носитель СВЕТ5 мех · 18 прод лампы → улица/дом/реклама/прожектор ★ дуга → прожектор → маяк + кино-съёмка и показ ТЕПЛО4 мех · 22 прод резистив/дуга/индукц → приборы, печи, сварка ★ дуга → карбид → ацетилен (тепло порождает химию) ХОЛОД2 мех · 12 прод компрессия → холодильник, AC, холодная цепь ★ AC → Sun Belt · заморозка → супермаркет ХИМИЯ4 мех · 17 прод электролиз/дуга → алюминий, хлор, медь, карбид ★ петля медь → провод → сеть · хлор → чистая вода СИГНАЛ5 мех · 12 прод реле/триод → телефон, радио, кино, ТВ, ЭВМ ★ один триод → радио + звуковое кино + вычисления ДВИЖЕНИЕ3 мех · 19 прод мотор → станок, тяга, лифт, насос, быт-привод ★ вход через «белые пятна»; fan→fridge компонент ★ — самая неочевидная ветка функции
What you see: one phenomenon unfolds into a fan of ~100 products; a single mechanism feeds several industries (the vacuum tube → radio, sound film, early computers).

And then the year-by-year picture: how infrastructure was built first, how consumption caught up with a lag, and how displaced markets died in sync.

Рост цепочки потребления (% домохозяйств / промышленности)0%25%50%75%100%18801890190019101920193019401950Электрификация домовПром. электроприводХолодильникРадиоСтиральная машинаПылесосУмирающие рынки (индекс к пику=100) + цена кВт·ч05010018801890190019101920193019401950Конка (horsecar)↓Природный лёд↓Цена кВт·ч↓
What you see: «grid first → then appliances → then the death of old markets». Infrastructure and falling price come before mass demand.
Finding 1

They sold the result, not the technology

Especially early on, people didn't buy «electricity» or «a motor» — they bought the effect: light in the home and on a ship, something that moves by itself, finished silver-plated tableware out of an electrochemical bath. The technology was the means; the product was the result.

Явление электромагнетизм Фарадей 1821 ЭЛЕКТРОМОТОР «динамо наоборот» 1873 DC: Sprague 1886 AC-индукц: Tesla 1888 fractional-HP стандарт ПРОМЫШЛЕННОСТЬ белое пятно: краны, импульс, удалёнка ТЯГА (мобильность) белое пятно: сила едет с экипажем ВЕРТИКАЛЬ белое пятно: новое измерение — высота КОММЕРЦИЯ / ИНФРА белое пятно: насос, портовый кран АГРО белое пятно: удалёнка без сети (ждёт REA) БЫТ белое пятно: в доме нет вала — патрон лампы → краны → станки → unit-drive завод → трамвай → метро → интерурбан → лифт → небоскрёб → эскалатор → насос, портовый/мостовой кран → доилка, водокачка, дробилка → вентилятор → пылесос → холодильник ПРОДУКТЫ — то, что реально покупали (не «мотор»)
What you see (the motor case): they sold «force/technology», but customers bought a pain removed and a new possibility — a crane where the line-shaft could not reach; a fan for the home.

On a young market you sell the result, not the technology. That is the first thing the data confirmed.

An honest caveat. "Sell the result" is a near-universal truth (it holds for cars and for CRM alike), so by itself it is a weak historical finding. The differentiating question sits one level deeper: why did people buy THIS particular result, and why then — what behaviour and way of life had to change for the result to become wanted. A separate "behavior" layer of the analysis addresses this (in progress).

Findings 2 · 3

They entered where the old way simply couldn't work — and delivered a turnkey solution

Electricity closed needs that classical methods couldn't reach: light on ships and in theatres where gas was dangerous; lighting places a gas pipe couldn't get to. And while there was no grid, they brought the whole thing — dynamo, wiring, lamps — deploying a self-contained, turnkey system right on site.

184018501860187018801890190019101840 · Гальваника (Элкингтон)1844 · Телеграф (Морзе)1851 · Western Union1854 · Медэлектро Davis&Kidder1870 · Динамо Грамма1878 · Дуга: Цинциннати, Wanamaker, Париж1879 · California Electric — свет как услуга (дуга)1880 · Уобаш — 1-й муниципалитет · SS Columbia — 1-й заказ ламп1881 · Hinds&Ketcham — 1-я сухопутная изолир.1882 · Дом Дж.П. Моргана — 385 ламп1882 · Pearl Street — 1-я центр. станция (услуга)1882 · Bijou Theatre — 600 ламп1883 · 330 изолир. установок Edison1886 · AC Вестингауза1887 · 891 изолир. / 230 674 ламп1893 · Ниагара (передача 26 миль)1907 · ComEd (Insull) — рег. монополиябатареи: информация+химиядуга: своё динамолампа: изолир. установкицентр. станция: услуга
What you see: first electricity lived on batteries (telegraph, electroplating), then light ran on a dedicated dynamo, and the incandescent lamp entered through isolated plants (a dynamo in the basement of a ship or theatre). The grid-as-a-service came last.

Edison's first commercial lamp order was the steamship SS Columbia (1880): a ship, where gas means fire and there is no grid. Isolated plants dominated for years (891 plants / 230,674 lamps by 1887) — the «obvious» grid model was the minority at the start.

Finding 4

The winners built businesses and services. Inventors got almost nothing

The big companies were built not by the authors of inventions but by those who took a defensible position and built a final business on the technology. And the largest new markets were entirely new services that hadn't existed before: radio, television, the telegraph.

20%40%60%80%100%246810ДОЛЯ РЫНКА / ДОМИНИРОВАНИЕ →МАСШТАБ НА ПИКЕ →выиграли рынок: большие + доминирующиеGEAT&TSearsRCAWhirlpoolWestinghouseХолдинг InsullУтилитыALCOAВещание NBC+CBSFrigidaireЗемляMaytagHooverAtwater Kentжив крупным сегодняжив, но ослаб/разбитумер / поглощён
What you see: won and kept it — GE, AT&T, utilities, broadcasting, Whirlpool (moat: patent/network/regulation/scale). Giants without a durable moat (Insull, RCA, Sears) — won and lost.
$0$2B$4B$6B$8B$10B190019101920193019401950Электроутилиты $5.3BБытовые приборы/durables $2.7BРадио+ТВ $1.7BЭлектрохимия $0.3BАлюминий $0.2BЭлектротранспорт $0.3BΣ≈$0.3BΣ≈$10.7B
What you see: markets born from electricity grew ×34 in absolute terms. Radio+TV were born «from zero» and grew fastest; the streetcar was born early but died.

The inventors (Tesla, Sprague) sold their patents and captured almost nothing. The rent went to whoever held the defensible asset — a patent pool, a network, regulated infrastructure, a brand.

Finding 5

Once the «pipe» to the customer is laid, the next products ship cheap

As soon as access to electricity was brought into the home and the street, the next product didn't require building infrastructure again — it rode the pipe already laid. On that one base, one after another, light, radio, fridge, washer and vacuum took off — and each new generation penetrated faster.

02550751001900191019201930194019501960ЛампаРадиоТелевизорХолодильникСтиральная м.ПылесосТелефонКондиционер
What you see: from 10% to 50% of homes — lamp ~14 years, fridge ~9, radio ~6, television ~3. The later product rides the habits and the grid laid by the earlier one.

The first product can be an almost-free «can opener» — it lays the rail to the customer; the money comes from the next products on top of the same base.

Finding 6

The share of wallet per person barely grew — the NUMBER of customers grew

The most surprising thing in the economics: electricity and its appliances took only a modest share of a single consumer's budget. The market grew because the NUMBER of consumers grew sharply — households, factories, offices that simply couldn't afford a comparable service before, and now could.

0%25%50%75%100%370$95$90$60$1875738$ ном · 1070$ реал549$187$238$90$113$19181434$ ном · 1434$ реал508$300$160$125$95$149$19351512$ ном · 1822$ реал
What you see: the family budget grew, but «electric» functions are a small share; the market expanded by drawing in NEW consumers, not by squeezing old ones.
Finding 7

The effect landed where it was far cheaper or unique — and it was sold on installment

The consumer benefit mattered above all where the alternative was expensive or impossible (cooking vs gas, light vs kerosene). Expensive appliances and access were sold on installment — as cars later were: «cheaper than keeping a horse». And the recipients of the money changed in the process.

1875 — ДО электричества · бюджет 738$ (номинал)бюджетЕда 370$Жильё 95$Одежда 90$Услуги людей 60$продавец еды 370$арендодатель 95$магазин/портной 120$мелкий локальный торговец 44$наёмный труд (прислуга и т.п.) 60$1935 — ПОСЛЕ электрификации · бюджет 1512$ (номинал)бюджетЕда 508$Жильё 300$Энергия дома 70$Одежда 160$Durables/приборы 80$Транспорт 125$Связь+досуг 95$Прочее 149$продавец еды 508$арендодатель 300$магазин/портной 160$электроутилита 46$нац. бренд приборов 86$финкомпания/рассрочка 59$нефтегаз+автопром 114$прочее 194$
What you see: money flowed away from many small local tradesmen and hired labour — to a few large players (utility, brands, installment-finance, oil & gas, telecom).
Finding 8

In the cost structure, labour was replaced by capital and equipment depreciation

The share of money paid for human labour in the cost of a kWh fell, while the share paid for capital rose — specifically for the purchase and the wear (depreciation) of EQUIPMENT: machines, boilers, networks — plus interest to investors. So labour was replaced not by «capital in general» but by investment in equipment and its depreciation. Fuel held steady throughout.

0255075100Топливо у шахты 14%Логистика топлива (фрахт) 7%Труд эксплуатации 7%Ремонт / ТО 7%Амортизация генерации 14%Амортизация сетей T&D 15%Возврат на капитал 29%Администрация/сбыт/рег. 7%1880-е1890-е1900-е1910-е1920-е1930-е1940-е1950-е
What you see: labour in the cost of a kWh 37%→15%; what grows is exactly the depreciation of equipment and networks + return on capital (together 27%→46%; regression: labour −2.25 pp/decade, capital +5.38, R²≈0.95). Fuel stable ~27%; price fell from efficiency and scale, not from cheap fuel.
Finding 9

Penetration was paid for by capital — and not so much for infrastructure as to get people to use it

Money turned the market. Huge capital went into infrastructure, to cheapen and lock in access. But —

most of the capital went not into «hardware» but into getting people to START USING it — installment plans, marketing, a low early price — effectively financing future revenue.

The pairing of «capital + those who scale» is what delivered the penetration.

РАНТЬЕ — защищённая периферияЧЕМПИОН — центр + маржаВОДОПРОВОД — центр, ~0 маржаПИОНЕРЫ — исток, без рентыСтруктурная центральность (зависимость) →Захваченная маржа →J.P. Морган / DrexelкапиталMazda (лицензия ламп)лицензияСчётчик Шалленбергерапатент-компонентТурбина Кёртисапатент-компонентALCOA (алюминий)патент+ГЭСДевелоперы землисмежный активRCA (патент-пул)роялтиGeneral Electricчемпион: центр+маржаCommonwealth Edisonутилита (capped)WestinghouseоборудованиеПаровая турбинагорловинаХолдинг Инсулла ✗пик→крах 1932МедьcommodityУгольcommodityТепловая генерацияcapped/commodityЭлектрический трамвайубытокФарадей · Тесла · Эдисонпионеры — без ренты
What you see: centrality by itself does not guarantee margin (ρ=−0.09): coal/copper/generation are central and huge in volume yet thin in margin; margin sits with protected positions (patent, capital, license, land), while GE was central AND profitable because it held a bottleneck with the right to exclude. Counter-examples across eras: Standard Oil, AT&T, Microsoft, Google, Visa — central and highly profitable.

The pattern across 44 cases

How different functions entered life — one recurring pattern

Separately, we collected 44 first-entry cases across all six functions (light, motion, heat, cold, chemistry, signal) — who sold first, what exactly, where the power came from, who bought — and looked for the regularities.

184018601880190019201940сигнал1844холод1865свет1878тепло1882химия1883движение1886
What you see: the order in which functions entered. Signal went first (telegraph, 1844), then cold, light, heat, chemistry, motion. Each function entered on whatever infrastructure was available at its moment: battery → own dynamo → isolated plant → grid.

Three stable patterns. First: the «power source» at entry was set by the era — early functions took the battery, later ones rode the ready-made grid. Second: B2B, commerce and municipalities paid first — the mass home came in the next wave, on the pipe already laid. Third — the most important for us:

the information function (signal) was sold as a SUBSCRIPTION SERVICE from the very start — back on batteries: telegraph, telephone, alarms. Physical functions (light, motion, heat) entered as EQUIPMENT; selling a physical result «by the meter» was a later invention that needs a grid.

AI is an informational, cognitive function. By this pattern it — like the telegraph and the telephone — is more likely to sell natively as a service / by subscription rather than as a «box», and to enter through the commercial and B2B buyer before the mass home. → full analysis of the 44 cases and case cards

What it means for us in the AI market

Four questions the data points us to

These are still hypotheses for the next phase — but electricity hints at where to look.

1

Obvious functions and effects with already-proven demand

A map of AI functions → products, but starting from what is ALREADY accepted and bought: where the service needs no proof — offer it and they'll buy.

2

Sell the final result

Turn our position and competence into a final result that can be sold fairly broadly — the way they sold light and the effect, not «electricity».

3

White spots

Where neither the big players nor those doing something similar the old way can reach. Electricity's ships and theatres are our AI edge-cases.

4

Pull vs creating a new consumer

Where the market already pulls — and where we CREATE a consumer who didn't use it before because it was too expensive/impossible. Growth lives in the second.

And the cross-cutting candidate rules: sell the result, not the technology; enter where the old way fails; lay a «pipe» to the customer and sell on top of it; remember that the market grows by the number of new consumers, while margin lives in a protected position — centrality by itself does not guarantee it.

Under the hood

The rest of the analytics and schemas — so nothing gets lost

The story walks the main findings, but behind it sits the full analytical apparatus. Here are all the cross-sections and interactives it is built on.

What's next

Confirm on other markets and move to the playbook

The next step is to work through the automobile and computers/the internet the same way (a preliminary check already shows the same rules hold, the difference being speed), and then move to an action plan for our company, starting from where we are today.

This is a narrative of the results of our study of the electricity market. The diagrams are the real exhibits of our analysis (not illustrations); their labels are in Russian, from the source exhibits. The transfers to AI are hypotheses to test, not conclusions. Status of all "laws": candidates — verified on a single case; confirmation requires testing across ≥3 technological revolutions (auto, computer/internet, containerization).