Both induced Compton scattering and induced Raman scattering strongly limit the observability of the extremely bright (>> 10(21) K), prompt coherent radio emission recently predicted to emanate from gamma-ray 21 10 bursts (GRBs). Induced Compton scattering is the main limiting factor when the region around the progenitor is not dense but when one still considers the scattering effect of a tenuous circumburst ISM. For a medium of density 0.01n(0.01) cm(-3) and a path length L-kpc kpc and emission that is roughly isotropic in its rest frame, the brightness temperature is limited to <3 x 10(18)Gamma(2)(100)n(0.01)(-1)L(kpc)(-1) K, where 100 Gamma(100) is the Lorentz factor of the frame in which the emission occurs. Thus, for a burst at distance D the predicted emission is only visible if the jet is ultrarelativistic, with Gamma greater than or similar to 10(3) (D/100 Mpc), or if the intrinsic opening angle of the emission is extremely small. Thus, the presence or absence of such radio emission provides an excellent constraint on the Lorentz factor of the GRB outflow during the very early stages of its outburst. Induced Raman scattering imposes an even more stringent limit independent of the emission opening angle, but only effective if GRB emission must propagate through a dense progenitor wind within similar to 10(15) cm from the blast center.