The HIV fusion peptide (FP) is a promising vaccine target. FP-directed monoclonal antibodies from vaccinated macaques have been identified that neutralize up to ∼60% of HIV strains; these vaccinations, however, have involved ∼1 year with an extended neutralization-eclipse phase without measurable serum neutralization. Here, in 32 macaques, we test seven vaccination regimens, each comprising multiple immunizations of FP-carrier conjugates and HIV envelope (Env) trimers. Comparisons of vaccine regimens reveal FP-carrier conjugates to imprint cross-clade neutralizing responses and a cocktail of FP conjugate and Env trimer to elicit the earliest broad responses. We identify a signature, appearing as early as week 6 and involving the frequency of B cells recognizing both FP and Env trimer, predictive of vaccine-elicited breadth ∼1 year later. Immune monitoring of B cells in response to vaccination can thus enable vaccine insights even in the absence of serum neutralization, here identifying FP imprinting, cocktail approach, and early signature as means to improve FP-directed vaccine responses. Display omitted •Immunization in 32 rhesus macaques reveals FP priming to imprint cross-clade responses•Identifying an early B cell signature predictive of vaccine outcome•Priming with a cocktail of FP and trimer elicits the earliest neutralizing responses•B cell immune monitoring enables vaccine insights, even without serum neutralization Immune monitoring of B cells in response to vaccination can enable early insights, even in the absence of serum neutralization. Cheng et al. observe an early B cell signature in NHPs predictive of the vaccine outcome, with priming of HIV FP imprinting cross-clade neutralizing FP-directed vaccine responses.