Trump announced the agreement -- which he said would bring 50,000 jobs -- in the lobby of Trump Tower in New York, alongside SoftBank's flamboyant chief executive Masayoshi Son.
Son brandished a document featuring the names of his firm and Foxconn which read: "Commit to invest USD 50bn + USD 7bn in US, generate 50k + 50k new jobs in US in next four years."
Foxconn, a major supplier to Apple, confirmed in a statement it is "in preliminary discussions regarding a potential investment" that would expand its current US operations, but would give no further details.
The firm is the world's largest contract electronics maker and is best-known for assembling products for international brands such as Apple and Sony.
But as Apple diversifies its supply chain, Foxconn has branched out into robotics, e-commerce, telecoms and biotech.
Analysts said the potential deal reflected pressure on Apple to refocus on the US.
Trump campaigned on a platform of bringing jobs back to the US which he said were being taken away, particularly by China.
Liao said he expected the new investment to focus on automation, design, and research and development, rather than manufacturing due to high labour costs in the country.
Foxconn, also known as Hon Hai, employs around a million workers at its factories across China and has operations in more than 10 countries including Vietnam, Brazil and Mexico.
In the US, it has a plant in Virginia for packaging and engineering which employes over 400 people. It has also announced a USD 40 million investment in a facility in Pennsylvania to build precision tools and develop a robotics programme.
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