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Don't WhatsApp a Partner you do not know. It's intrusive of personal boundaries, and highly likely to be received poorly.
Ask the associate to mention about you to the Partner, that you want to reach out to him. And only then drop a message to the Partner.

Or else, just ask the associate about how the Partner would feel about getting a message on WhatsApp.