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the tool must:
1) Test the page/component load/render time.
2) Be usable on multiple devices/browsers.
3) Show results with recommendations per-device/browser

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In lieu of a tool - the best article for mobile tools IMHO would be mashable.com/2010/07/13/mobile-web-optimization – Metalshark Jul 18 '10 at 16:02

The following tools may not meet all your requirements but you can check them out -

For some general recommendations, check the slides of the Mobile Web High Performance presentation at the Velocity 2010 conference

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thanks but I would prefer to get the data from a real device and not an emulator. – Arib Jul 19 '10 at 14:14

Here is a presentation on "mobile web high performance".

Also, check out this question: Tools to simulate mobile devices on a desktop to test websites

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