Apple is reworking its approach to artificial intelligence as it tries to fix and improve key features in its Apple Intelligence platform. According to new reports, the company is shifting how it trains its AI systems by incorporating real user data—still on-device—to enhance functionality in future iOS updates, including iOS 18.
For now, Apple relies on synthetic data to train its AI models. This involves generating fake user interactions to simulate real-world behavior. However, the company reportedly plans to begin analyzing actual user input—such as emails or writing samples—to improve features like notification summaries, writing assistance, and message recaps. This process will still occur on-device and only for users who have opted into Apple’s analytics and product improvement programs.
The goal is to refine how Apple Intelligence responds to natural language, making its outputs more relevant and context-aware. By comparing real-world user data with its synthetic training inputs, Apple hopes to narrow the performance gap between its privacy-focused AI and more data-driven platforms like those from Google and OpenAI.
So far, Apple’s AI-powered tools—including Writing Tools and Summarize Notification—have launched with mixed results. Users have reported inconsistencies, especially with notification summaries that inaccurately pulled information from headlines or lacked contextual understanding.
Compounding the issue is Apple’s delay of a major Siri feature: on-screen awareness. Originally slated for an earlier release, the feature has now been postponed, with a possible launch window pushed to fall 2025—or even into 2026. This functionality was expected to bring more contextual awareness to Siri, allowing it to interact intelligently with what users are doing on their devices in real time.
The delay comes alongside internal restructuring, including leadership changes on the Siri team. These moves suggest that Apple is re-evaluating its AI development roadmap in response to both technical challenges and growing competition.
With pressure mounting and few standout AI features currently available, Apple is now in a race to show meaningful progress. Whether its privacy-first model can keep up with rivals that rely on large-scale data collection remains to be seen—but the next major updates to iOS and Siri could prove pivotal.
