Evidence: Daynought

97Execution auditsAs of 13 September 2026.

47Business domainsAs of 13 September 2026.

170Automated gatesAs of 13 September 2026.

9.7Best score out of 10As of 13 September 2026.

Figures as of 13 September 2026. Audits are executed, never scored by reading.

02 The Corpus

Representative audited results

Domain	Score shown as a bar	Score
Marina operations		9.7 /10
Hazardous waste transfer		9.6 /10
Commercial diving operations		9.6 /10
Cold-chain logistics		9.6 /10
Housing regulator		9.6 /10
20-entity distribution network stress testAll twenty entities intact.		9.4 /10
Heritage railway operations		9.2 /10

Execution-audited by us, reproducible by you. Independent verification has not yet been commissioned, and every claim is designed so a third party can reproduce it with standard tools.

The corpus keeps its failures. Published scores include a 5.5, a 7.4, a 7.5 and an 8.1, each followed by a root cause, a permanent gate, and a re-run of the same brief on the fixed engine: 5.5 to 9.4, 7.4 to 9.6, 7.5 to 9.7, 8.1 to 9.4. Every defect on record was found by our own checks or by readers we invited, confirmed by execution; none by a customer.

03 Output Quality

What every generated application ships with.

Standard open stack

A standard open stack: Next.js, Fastify, Prisma, PostgreSQL. No proprietary runtime. The buyer owns the code outright.

Seven layers

7

layers, full stack

Full stack across seven layers: database schema, API with typed SDK, frontend, tests, CI/CD with security scanning, containers, observability.

Size

290 to 560

files per export

Roughly 290 to 560 files depending on domain size, measured August 2026 across live exports.

Security defaults

Owner isolation, role-based access control, and schema validation on every route. Unauthenticated requests are refused on every verb. A request for another user's record answers as if the record does not exist.

Tested

249 to 709

substantive tests

Each application ships its own test suite, typically 249 to 709 substantive tests, largest on record 808, with a coverage gate enforced in its own CI at a size-verified floor. Measured server-side line coverage is roughly 40 to 61 percent by export size; user-interface code is excluded because no browser test harness ships.

Money handling

64-bit

integer amounts

Financial amounts are stored as 64-bit integers, so very large values are handled exactly.

Relational capability

7

relational designs derived

From prose alone the engine has derived seven distinct correct relational designs for two differently-named relationships to the same entity, across seven domains.

Generation time

45 to 75

seconds, brief to download

Typically 45 to 75 seconds from brief to downloadable application.

Ready to extend

80%

of an enterprise build

Roughly the first 80 percent of any enterprise build, with the domain's business rules left as extension points for your engineers.

170 automated gates run on every change to the generator, each one pinning a defect that was found, reproduced as a failing test first, then fixed.

Commercial lending Esports Third-party risk management KYC compliance Automotive service Field service Laboratory management Cold-chain logistics Social housing regulation Marina operations Aviation operations Sustainability reporting Physiotherapy clinics Sports venue booking Commercial diving Hazardous waste transfer Pharmacy controlled drugs Food safety Group HR Veterinary group Material chain of custody Heritage railway Crane hire Highway structures inspection

05 The Demo

We do not ask you to trust the claim. We ask you to reproduce it.

1

You write the briefs

You write the briefs: your domains, your words, sealed until the session.

2

Generation runs live

Generation runs live on the production system in front of your team. Nothing is touched between submission and result; typical run time is 45 to 75 seconds.

3

You verify on your own machines

Your engineers take the archives away and verify everything on your own machines: build it, boot it, test it, recompute the seal with the shipped checker, download twice and compare. No step needs our participation.

What this eliminates

Staged demos. You watch the run live, and a deployment freeze applies for the session.
Cherry-picked output. You write the brief.
Unverifiable claims. Byte-equivalence either reproduces or it does not.

Submit a brief

Describe the application you need and we will be in touch to arrange a live generation.

06 Category Context

Four categories of AI development tooling. None can show you the same application twice.

Code completion

Autocompletes inside the IDE. Architecture, integration and consistency remain the engineer's problem.

Prompt-to-app builders

Impressive prototypes, consumer-grade output. Not built for enterprise audit or extension.

Low-code platforms

Generate applications, but into a proprietary runtime: platform lock-in by design.

Agentic builders

Genuinely capable, inherently non-repeatable. The same request produces different software every run.

We found no public system that combines plain-English input with byte-identical, cryptographically verifiable full-stack output the customer owns.

Send an enquiry

We reply to every serious enquiry.

Measured, not asserted