Green hydrogen production is a key area of importance for advancing into a completely sustainable world, not only for its use in industry and ammonia production, but also for its potential as a new fuel. One promising method for generating green hydrogen is light‐driven water splitting using photoelectrodes. Here, a bismuth vanadate (BiVO4) photoanode deposition process was developed using new, bespoke dual‐source precursors, tailored for use in aerosol‐assisted chemical vapour deposition (AACVD). The resulting thin films were highly nanostructured and consisted of phase‐pure monoclinic BiVO4. Pristine films under 1 sun solar irradiation yielded photocurrent densities of 1.23 mA cm‐2 at 1.23 V vs RHE and a peak incident photon‐electron conversion efficiency (IPCE) of 82% at 674 nm, the highest performance of any CVD‐grown BiVO4 film to date. A new, AACVD‐compatible WO3 precursor was subsequently designed and synthesised for the deposition of W‐doped BiVO4 within the same single deposition step.