High-throughput RNA sequencing (RNA-seq) dramatically expands the potential for novel genomics discoveries, but the wide variety of platforms, protocols and performance has created the need for comprehensive reference data. Here we describe the Association of Biomolecular Resource Facilities next-generation sequencing (ABRF-NGS) study on RNA-seq. We tested replicate experiments across 15 laboratory sites using reference RNA standards to test four protocols (polyA-selected, ribo-depleted, size-selected and degraded) on five sequencing platforms (Illumina HiSeq, Life Technologies’ PGM and Proton, Pacific Biosciences RS and Roche’s 454). The results show high intra-platform and inter-platform concordance for expression measures across the deep-count platforms, but highly variable efficiency and cost for splice junction and variant detection between all platforms. These data also demonstrate that ribosomal RNA depletion can both enable effective analysis of degraded RNA samples and be readily compared to polyA-enriched fractions. This study provides a broad foundation for cross-platform standardization, evaluation and improvement of RNA-seq.