Google Unveils ML Kit GenAI Prompt API for On-Device AI

30 Oct 2025

Google has launched the Alpha release of the ML Kit GenAI Prompt API, designed to enable developers to create on-device generative AI features using the Gemini Nano model. This release signals a shift towards local data processing, enhancing privacy and efficiency for industries with stringent regulatory requirements such as finance, healthcare, and logistics.

Alpha Release Features

The Prompt API permits data to be processed on the device, which is crucial for reducing latency in operations and maintaining data privacy. Google highlighted the parcel delivery service Kakao as a notable use case, which reduced order completion times by 24% and increased new user conversions by 45% through utilizing the API to parse delivery information from text messages.

  • Google released the ML Kit GenAI Prompt API in Alpha for developers.
  • The API emphasizes on-device data processing for privacy.
  • Kakao used the API to enhance delivery efficiency by 24%.
  • The Prompt API optimizes for privacy in regulated sectors.
  • Best performance seen on Pixel 10 devices using Gemini Nano.

Benefits and Challenges

The potential enterprise applications are varied, including intelligent document scanning and secure email data extraction. For more compute-intensive tasks, Google is enhancing its cloud capabilities through Firebase SDK. The hybrid ecosystem offers businesses the flexibility to balance between privacy needs and computational requirements.

Despite its advantages, the Alpha version of the Prompt API poses challenges, particularly regarding device fragmentation across different Android environments. Google's move to introduce natural-language features in Android Studio, including Agent Mode, aims to reduce development time, as demonstrated by Pocket FM's 50% efficiency gains.

Future Considerations

Google is expanding its suite of AI tools with benchmarks for large language models on Android and Play Console features powered by Gemini. These efforts underscore a broader goal: to equip Android enterprise apps with smart, efficient technologies while addressing deployment and management hurdles. With the Prompt API in the initial Alpha stage, enterprises are encouraged to prototype and identify use cases that leverage offline capabilities and comply with industry standards.

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