SBMUpdated 23 Oct 2026
Early version, updated weekly. Every claim is dated and sourced. Think something is wrong? Dispute it.
Map / 1. Flow through / Selling abundance

Prompt to app

R1 Flow throughSelling abundanceCost-curve loopRisingScaling
Placement: a judgment drawn from the evidence, open to correction (dispute it).

The model

Definition
Natural-language prompts are converted directly into deployed, working software (websites, apps, internal tools) without the user writing code, priced by usage (tokens, compute, or agent-hours) rather than by seat.
In one line
People describe software in plain language and get a working, deployed application, paid by usage.
What compounds
Each app built teaches the platform; more builders bring more templates and integrations.
Who accelerates
Anyone can build software; professional developers move up to harder problems.
What it displaces
Agencies and freelancers building simple apps and sites; no-code tools.
Stops working when
If most generated apps are abandoned rather than run in production, so revenue churns.

Evidence

Companies 2
Evidence items 2
Grades 0A 2B
Latest dated 2026-04-13
Counter-evidence 0

The three labels

1. Flow through · loop gain about zero. The curve helps it, but the gain passes straight through to customers and rivals.

Selling abundance · money lands in volume of cheap intelligence.

Cost-curve loop · cheaper models, lower unit cost, more volume, more revenue.

Same rung and family

Named companies 2 companies · grade per item

CompanyClaimDateGrSource
Lovable
Sweden · scaleup · best B
Lovable's ARR trajectory: $100M (Jul 2025), $200M (Nov 2025), $300M (Jan 2026), $400M (Feb 2026), with 146 employees2026-03-11BTechCrunch
Vercel (v0)
US · scaleup · best B
Vercel's ARR run rate reached $340 million by end of February 2026, up from $100 million at the start of 2024 (240% growth over roughly two years), with CEO Guillermo Rauch stating about 30% of apps running on Vercel's platform were generated by AI agents rather than hand-written; the article did not break out v0's standalone revenue2026-04-13BTechCrunch

Counter-evidence Reversals, failures and disputes

None recorded in the launch batch.

Sources 2

TechCrunch techcrunch.com · 2026-03-11
TechCrunch techcrunch.com · 2026-04-13