High-throughput experimentation
(HTE) seeks to accelerate the exploration
of materials space by uniting robotics, combinatorial methods, and
parallel processing. HTE is particularly relevant to metal halide
perovskites (MHPs), a diverse class of optoelectronic materials with
a large chemical space. Here we develop an HTE workflow to synthesize
and characterize light-emitting MHP single crystals, allowing us to
generate the first reported data set of experimentally derived photoluminescence
spectra for low-dimensional MHPs. We leverage the accelerated workflow
to optimize the synthesis and emission of a new MHP, methoxy-phenethylammonium
lead iodide ((4-MeO-PEAI)2-PbI2). We then synthesize
16 000 MHP single crystals and measure their photoluminescence
to study the effects of synthesis parameters and compositional engineering
on the emission intensity of 54 distinct MHPs: we achieve an acceleration
factor of more than 100 times over previously reported HTE MHP synthesis
and characterization methods. Using insights derived from this analysis,
we screen an existing database for new, potentially emissive MHPs.
On the basis of the Tanimoto similarity of the bright available emitters,
we present our top candidates for future exploration. As a proof of
concept, we use one of these (3,4-difluorophenylmethanamine) to synthesize
an MHP which we find has a photoluminescence quantum yield of 10%.