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"as policy" is correct and commonly used in written English.
It is often used to explain the standard or general rule that something follows. Example: "As policy, we require all employees to attend a training session before starting their new role."
Exact(58)
Salinas's advice appeared to have been adopted as policy.
As policy, this expansion seems reasonable.
Neither as policy advisers nor as MPs.
As policy wonks, they resent people with good bone structure.
It was wrong on the law, and terrible as policy.
The pattern applies to personnel as well as policy.
But, as policy, it is a wrong-headed muddle.
This is as much about posture as policy.
As far as policy goes, there have been few surprises.
"The skinny bill as policy is a disaster," Graham said.
Similar(1)
But some Washington insiders have doubts about such a science-as-policy approach.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com