American Speech-Language-Hearing Association Resources
Speech/Articulation refers to the use of various articulators (lips, tongue, teeth, etc.) to produce individual sounds.
Language refers to the comprehension and use of verbal and nonverbal means to communicate our wants/needs. It includes word meaning (semantics), word order (syntax), and word use (pragmatics) among other components.