Desert Ant Labs

On-device AI Models for iOS and macOS

Drop-in Swift packages that run small, specialized models on device, on iOS and macOS, in a few lines of code on Core ML.

Every available Desert Ant Labs model ships as a Swift package built on Core ML, with async/await throughout and an API that reads like part of AVFoundation.

Add the package in Xcode and call the model. Everything runs on device, so audio, images, and text never leave the device.

Available models

RedactPII redaction

Reversible PII redaction across 27 languages, from an 11.6MB Core ML model bundled in the app.

EmoEmoji suggestions

Emoji suggestions from text in under 2ms, small enough to run on every keystroke.

GistContent topic tagging

Content topics from any text across 101 languages, from a 74MB Core ML model, or a 15MB English-only build.

ShapesShape recognition

PencilKit snap-to-shape in one call, from a 0.2MB Core ML model, no download.

ClearSpeech enhancement

DeepFilterNet 3 speech enhancement on Core ML: 302x realtime on an iPhone 16 Pro, a 5-minute clip in 1s.

UhmFiller-word detection

Frame-precise filler-word detection straight from the waveform, no transcript.

TongueLanguage identification

Language identification for short text across 84 languages, from a 2MB model bundled in the app.

ModeratorContent moderation

On-device NSFW image moderation from a 9.7MB Core ML model, so the check runs before an upload leaves the phone.

AlignWord timestamps

Tighter word timings for any transcript, half the error, from a 0.7MB Core ML model. Apple Speech first.

ClipsClip selection

Shorts and highlights from a transcript, ranked, a 25-minute video in 9s on Core ML.

EarSpoken language detection

Spoken language identification across 99 languages from 30 seconds of audio, on Core ML.

TitleTitles and descriptions

A title and a one or two sentence description for any passage, on Apple silicon through MLX.

VozSpeech recognition

Speech to text with word timestamps, 25 languages, entirely on the Neural Engine: 10 minutes of audio in 2s on an iPhone.

Available soon

Pricing

Each model is free up to 100k monthly active devices. Inference is unlimited.