The examples below are computed from source that ships in the page HTML. They show how a compact axint definition compares with the Swift an agent or developer would otherwise need to generate, inspect, and regenerate for the same Apple-native feature. Less generated code to review, less churn to diff, more confidence when the team has to decide whether a feature is safe to ship.
import SwiftUI
struct ProfileData {
let name: String
let bio: String
let avatar: String...
Token reduction ratio
1.9x
defineWidget()
iOS/macOS widget
TypeScript20 lines
137tokens
import { defineWidget, entry, view } from "@axint/compiler";
export default defineWidget({
name: "StepCounter",
displayName: "Step Counter",
description: "Shows your daily step count and progress toward your goal.",...
Swift144 lines
817tokens
import WidgetKit
import SwiftUI
struct StepData: Codable {
let steps: Int
let goal: Int...
Token reduction ratio
6.0x
workflow size
What ends up in front of the reviewer.
225
116
Intent
318
164
View
817
137
Widget
TypeScript
Swift
the numbers
What this changes in practice.
69%
Less definition overhead to carry
Across the public intent, view, and widget fixtures
~314
Less generated Swift to inspect per feature
Average gap between axint source and emitted Swift
~31,400
Tokens kept out of 100 repair + review loops
How the smaller definition compounds across repeated iterations
what changes for a team
Lighter review, cleaner handoff.
01
Smaller review burden
When AI output regenerates, reviewers do not have to reread the full Swift output from scratch. The compact axint definition stays smaller, so the review loop stays lighter.
02
Cleaner handoff to Apple reviewers
Teams still get ordinary Swift at the end, but they carry less generated code through the authoring and repair loop before it reaches a shipping decision.
03
Better fit for Cloud validation
Smaller definitions are easier to regenerate and compare, which makes validation, regression review, and shipping checks much more legible inside Cloud.
methodology
Inspect every number.
01
What this page measures
Smaller Apple-native definitions. Each comparison estimates tokens for the axint source and the emitted Swift using a fixed 4-characters-per-token approximation.
02
What it does not measure
This page does not claim compile throughput, universal savings on every Apple feature, or exact provider billing. It is a narrow methodology page, not a catch-all performance claim.
03
How to rerun it
Use the repo benchmarks for compiler throughput, inspect the examples we use as reference fixtures, and read the methodology note that explains where the public numbers come from.
This page isn't about shaving five dollars off a bill. It's here to show that smaller definitions leave less output to inspect, resend, diff, and debug.
axint changes the workflow shape: one defineIntent() call generates production Swift. The agent or developer works against a compact definition, then carries the generated Swift only when it's time to validate, review, or ship.
Result: 69% less definition overhead and 3.3× average compression across the public samples on this page. That doesn't replace validation about bugs caught or shipping readiness — it supports it.
ready to ship
Move from benchmarksto workflow.
Start with the compiler walkthrough, then use Cloud when you want validation, report URLs, and saved history around a real Apple-native feature.