• Three-point bending fatigue life significantly improved by in-situ laser remelting. • In-situ laser remelting proved to be applicable to two different materials. • No microstructural defects were observed in remolten zone or interface with bulk. It is well known that the relatively poor surface quality of metal parts produced by Laser Powder Bed Fusion (LPBF) compared to conventionally manufactured parts has a negative effect on their fatigue life. To enhance fatigue life, time consuming post-processing (e.g. machining, polishing) is typically applied to improve the surface quality. Laser remelting is a promising technique for surface quality improvement, applicable to variable shapes. However, laser remelting is traditionally only used as post-process since surfaces inclined with respect to the powder bed are covered with loose powder during building. Recently, the authors have developed a dual laser technique, which enables improving the quality of up-facing inclined surfaces during building. The technique consists of two steps: (1) selectively removing powder from inclined surfaces by laser-induced shock waves, (2) laser remelting newly exposed surfaces. This paper shows a clear improvement in three-point bending fatigue of such treated samples from maraging steel 18Ni-300 and titanium alloy Ti-6Al-4V, compared to as-built state. This performance was quantified by the number of load cycles until failure at a fixed maximum tensile stress level. The improved performance could be linked to reduced surface roughness, total notch depth, critical stress concentration factor and a lower density of surface asperities. The remolten layer exhibited no visible defects and a decreased microhardness, which could beneficially impact the crack nucleation. This technique shows large potential for reducing the time and cost of metal parts produced by LPBF with enhanced fatigue performance by limiting or avoiding the need for surface post-processing.