Apple’s $349 iPad—its most affordable tablet—is a trap. The 2025 model, still running an A16 Bionic chip, is a relic in a world where Apple Intelligence is rewriting the rules of mobile computing. With iOS 27 rumored to turn Siri into a full-fledged AI chatbot, integrate Visual Intelligence into the Camera app, and inject AI into Photos, the A16’s exclusion from Apple’s neural engine is a death sentence for future-proofing. The next iPad, likely arriving in September, will ship with an A18 Pro—supporting Apple Intelligence, doubling down on performance, and finally bridging the gap with the iPad Pro’s feature set. Buying now means paying for a device that will feel obsolete within 12 months. This isn’t just a hardware decision; it’s a strategic misplay in Apple’s AI ecosystem.
The A16’s Architectural Deficit: Why Apple Intelligence Is Non-Negotiable
The A16 Bionic, introduced in 2022, was a powerhouse for its time—boasting a 6-core CPU, 5-core GPU, and a 16-core Neural Engine capable of 15.8 TOPS (trillions of operations per second). But Apple Intelligence isn’t just another software layer; it’s a fundamental shift in how the chip interacts with the OS. The A18 Pro, expected in the next iPad, will leverage a neural engine optimized for on-device LLMs, with dedicated hardware acceleration for tasks like real-time translation, image cleanup, and generative AI prompts. The A16’s Neural Engine lacks the Apple Neural Engine (ANE) 2.0 architecture, meaning it can’t offload AI tasks to specialized hardware—resulting in sluggish performance and battery drain when running even basic AI features.
Benchmark Reality Check: Early leaks from Geekbench suggest the A18 Pro could deliver a 40% improvement in ML compute over the A17 Pro, with Metal Performance Shaders (MPS) now handling tensor operations natively. The A16, by contrast, relies on the CPU for heavy lifting—an architectural bottleneck that will become painfully obvious with iOS 27’s AI overhauls.
“The A16 is a great chip for traditional tasks, but Apple Intelligence isn’t traditional. It’s a paradigm shift where the hardware and software are co-designed. If you’re not on the latest silicon, you’re not just missing features—you’re missing the entire point of Apple’s AI strategy.”
The 30-Second Verdict: Why the A16 Is a Dead End
- No Apple Intelligence: The A16 lacks the
ANE 2.0core required for on-device AI. - Thermal Throttling Risk: Running AI tasks on the CPU will spike temperatures, degrading performance.
- RAM Limitation: The A16’s 4GB LPDDR4X is insufficient for future iOS versions, which will demand more memory for AI models.
- Ecosystem Lockout: Apps like Visual Intelligence and Clean Up will refuse to function optimally.
Apple Intelligence: The Silent Killer of the A16’s Longevity
Apple Intelligence isn’t just a feature—it’s a platform-level shift that rewires how apps interact with the OS. The A16’s exclusion from this ecosystem is a technical and strategic failure. For example:
- Live Translation: Requires real-time neural processing—something the A16’s CPU can’t handle without stuttering.
- Visual Intelligence: Uses Core ML’s Vision framework to analyze images in camera—an A16 can’t keep up.
- Siri as a Chatbot: The A18 Pro’s
Apple Silicon Neural Engine (ASNE)will enable SiriKit to run LLMs locally, while the A16 will push all processing to the cloud—latency and privacy concerns included.
The A18 Pro, by contrast, will support Apple’s new Core ML 8 framework, which includes optimizations for Mixture-of-Experts (MoE) models—a technique that dynamically allocates compute resources to handle complex AI tasks efficiently. The A16 can’t touch this.
“Apple Intelligence is the first time since the App Store launched that a new OS feature requires specific hardware. The A16 is like buying a 2015 MacBook Pro and expecting it to run Ventura—it’ll work, but you’ll hate every second of it.”
The Ecosystem War: How Apple’s AI Lock-In Plays Out
This isn’t just about Apple’s internal roadmap—it’s about the broader tech war. The A16’s exclusion from Apple Intelligence has three major implications:
- Developer Divide: Third-party apps will increasingly rely on Apple’s neural engine. Developers are already optimizing for the A18 Pro’s capabilities, meaning A16 users will get degraded experiences in apps like Adobe Photoshop (with AI-powered tools) or Notion (with real-time summarization).
- Cloud Dependency: Without on-device AI, the A16 will push more workloads to Apple’s servers—raising privacy concerns and increasing latency. This is a lose-lose for users who prioritize both security, and performance.
- Resale Value Plunge: The A16 iPad will become a repairability nightmare and a resale liability as soon as the A18 Pro launches. Apple’s own trade-in programs will likely devalue it sharply.
The A18 Pro, meanwhile, will align with Apple’s broader push into on-device AI, which is now a battleground against Google’s Pixel AI and Samsung’s Galaxy AI. The A16 is stuck in the past—literally. Apple’s 2023 transition to ARM64e (a security-focused extension of ARMv9) means older chips like the A16 can’t benefit from modern encryption and sandboxing improvements either.
What In other words for Enterprise IT
Businesses deploying iPads for enterprise use will face a critical choice: stick with the A16 and risk app compatibility issues as Apple pushes AI features, or wait for the A18 Pro to ensure long-term support. The A16’s lack of CryptoKit optimizations for post-quantum cryptography (a key focus of Apple Intelligence) also makes it a liability for security-sensitive environments.
The Wait Is Worth It: Why September’s iPad Will Feel Like a New Device
Apple’s next iPad refresh is not coming in June or even July. Bloomberg’s Mark Gurman confirmed in March that the A18 Pro-based model is “ready to go”, but the timing suggests a September launch—aligning with the iPhone 18 cycle. Here’s what you’ll get:
| Feature | A16 (2025 iPad) | A18 Pro (Expected 2026) |
|---|---|---|
| Chip Architecture | A16 Bionic (4nm) | A18 Pro (3nm) |
| Neural Engine | 16-core (15.8 TOPS) | 16-core (40 TOPS, ANE 2.0) |
| RAM | 4GB LPDDR4X | 8GB LPDDR5X (or higher) |
| Apple Intelligence Support | ❌ No | ✅ Yes (Full stack) |
| Thermal Management | Passive cooling (throttles under load) | Active cooling (better sustained performance) |
| Security | ARMv8.5-A | ARM64e + Secure Enclave 2.0 |
The A18 Pro’s 3nm process will also deliver 30% better efficiency than the A16’s 4nm, meaning longer battery life and less thermal throttling—critical for AI workloads. The A16, by contrast, was never designed for sustained ML compute.
The 6-Month Rule: Why Waiting Pays Off
Apple’s hardware refresh cycle is brutal for early adopters. The A16 iPad, released in March 2025, is now over a year old—and in tech years, that’s an eternity. The A18 Pro will not only support Apple Intelligence but will also benefit from:
- USB4 (40Gbps) for faster peripherals.
- Improved camera stack with AVFoundation optimizations for Visual Intelligence.
- Better display tech (likely LTPO OLED with ProMotion).
The Bottom Line: Don’t Buy the A16 iPad
If you’re on the fence about the $349 iPad, do not buy it now. The A16 is a dead-end device in a world where Apple Intelligence is the future. Waiting for the A18 Pro—even if it means holding out until September—is the only rational choice. Here’s the math:
- Now: $349 for a device that will feel slow, outdated, and locked out of key features in 6-12 months.
- September 2026: Likely $399-$449 for a device that will last 3-4 years with full Apple Intelligence support.
The A16 iPad is a repairability nightmare, a resale liability, and a technical dead end. Apple’s AI push is rewriting the rules of mobile computing—and the A16 can’t keep up.
Actionable Takeaway: If you need an iPad today, consider a used iPad Pro (M1 or M2) or a Samsung Galaxy Tab S9 with Snapdragon 8 Gen 3. But if you’re buying new? Wait. The A18 Pro is coming—and it will change everything.
