The Science of Hardware Intelligence.

Standard web performance tools guess based on software. We measure the physical reality of the silicon.

Powered by the SpeedPower™ Database, our deterministic profiling architecture captures your users' physical hardware limits in real-time. Zero computational overhead. Zero privacy compromises.

Table shows device types and performance tiers with percentages for iPhone, Android, and Desktop users across regions.

How the Script Works

Dynamic Signal Capture

We don't rely on device recognition. Upon initialization, our ultra-lightweight (10KB) script capture the dynamic browser performance signature.

The SpeedPower™ Database

The signature are instantly cross-referenced against our SpeedPower Database. This is our proprietary, massive RUM (Real User Measurement) database, built from thousands of live execution benchmarks.

Deterministic Output

We deduce a clean, cacheable integer (like BDP 3 or AIR 4) directly to your frontend giving your code the exact intelligence it needs to adapt the execution of the application to the device.

The Anatomy of the BDP Index

Categorize incoming user traffic into four real-time performance categories, giving your frontend the exact hardware intelligence it needs to balance heavy payloads against local processing power.

Table shows device performance by tier: responsiveness, conversion, and return rate plus traffic and dominant BDP globally.

Performance

Entry-Level. Legacy devices or low-power modes (e.g., iPhone 8 on battery saver, cheap Androids).

Capabilities

These devices will choke, overheat, or crash on heavy JavaScript or WebGL

Action

Serve static HTML, disable animations, remove 3D elements

Performance

Basic. Older mid-tier devices, or mid-range phones on low-power mode or heavy load.

Capabilities

They can handle standard web applications but suffer from micro-stutters during heavy client-side routing.

Action Required

Simplify DOM manipulations and pause heavy background polling to maintain a stutter-free 60fps experience.

Performance

Mid-Range. Modern average consumer hardware or high-end phones on low-power mode or heavy load.

Capabilities

Capable of handling standard SPAs and complex logic without noticeable delay.

Action Required

Safe to execute rich interactive elements, standard WebGL elements, and local processing without degrading the UX

Performance

High-End. Flagship devices (e.g., iPhone 15 Pro, M3 MacBooks) with full power.

Capabilities

Massive CPU/GPU firepower.

Action Required

Safe to unlock rich WebGL, 3D interactive elements, and complex real-time collaborative features.

The Anatomy of the AIR Index

The AIR index is specifically designed for Edge AI computing. It benchmarks the device's capability to run local AI workloads (using WebAssembly, WebGL, WebGPU, or WebNN) without degrading the core user experience or draining the battery.

World map showing AI-ready traffic percentages by region and device edge AI readiness breakdown.

AI Readiness

Route all AI prompts to Cloud APIs (OpenAI, Anthropic).

Capabilities

Limited to sequential CPU computingCannot run LLMs locally without freezing the browser.

AI Readiness

Suitable for very small, quantized tasks (like basic sentiment analysis).

Capabilities

Basic hardware acceleration kicks in, enabling light parallel computing.

AI Readiness

Safe to execute medium-sized local models in the browser to save cloud costs.

Capabilities

Massive firepower capable of heavy matrix computation.

AI Readiness

Execute full local LLMs and real-time computer vision entirely on the client.

Capabilities

The absolute pinnacle. Hardware featuring dedicated Neural Processing Units or high-end WebGPU support

The Impulse Engine

Having hardware intelligence is only half the battle, your application needs to act on it instantaneously. Using our script you can use BDP or AIR scores to adapt the execution of your application.

Our Impulse Engine runtime orchestrator is designed not only to adapt application workflows but also to parallelize execution across all available device resources. It acts as an intelligent router for your application's component tree, hot-swapping frontend payloads, running worklods in parallel, doing a parallel React rendering in your browser to get the best UX and responsiveness of your application.

Hot-Swap Asset Pipelines

Automatically switches uncompressed WebGL layers or interactive models into lightweight, static alternatives on the fly based on the physical score.

Thread-Safe Runtime Interception

Pauses heavy, non-critical background scripts, tracking pixels, and third-party polling cycles the exact microsecond a device shows signs of hardware distress.

Dynamic Frame Stabilization

Constantly monitors thread-level responsiveness during the user session, downgrading non-essential layout calculations if the hardware triggers a thermal throttling warning.

Powered by the SpeedPower™ Benchmark

SpeedPower.run logo with the tagline Reveal the full power of your browser.

The SpeedPower™ Benchmark: We map raw execution capacity for JavaScript, WebAssembly (WASM), and AI/Visual tasks (WebGPU/OpenGL) in real-time. Test your own device's SpeedPower score!

By deploying a passive, ultra-lightweight (10KB) script, we capture deeply scientific, browser-level metrics without affecting your Core Web Vitals.

Protect your conversion rates by mapping your data precisely across 4 physical BDP tiers.

Intelligence Without Intrusion.

Deploying a third-party script shouldn't compromise your compliance. ScaleDynamics measures the mechanical limits of the silicon rendering your page—not the person behind the screen.

Zero PII

We capture absolutely no Personally Identifiable Information.

Zero Tracking

No IP addresses are logged, no cross-site behavior is tracked, and no cookies are required.

100% Compliant

Built from the ground up to be strictly GDPR and CCPA compliant.

Ready to build a hardware-aware architecture?

Stop guessing what your users can handle. Measure your real-world traffic, or start implementing hardware-aware fallbacks today.

Plan & Measure

For Architects & Product Owners

Deploy our zero-impact 10KB script to map the physical reality of your live traffic.

Build & Deploy

For Engineers

Deploy our script and start routing workloads in minutes.