Behind a lot of funded research is a bottleneck that has nothing to do with the science: the systematic literature review. A grant application, or the study itself, needs a comprehensive review that demonstrates methodological rigor, covers the field, grades the evidence, and identifies the gaps the work will fill. It is foundational, and it is slow enough to delay everything downstream.
Done properly, a systematic review is a project in its own right: defining the corpus, screening it, applying a framework, grading the evidence, and documenting the methodology well enough that another researcher could reproduce it. For a small lab or a researcher between grants, that work competes directly with the time available to do the actual research.
Rigor is the slow part, and it cannot be skipped
The reason a systematic review takes so long is precisely the reason it matters: rigor. The methodology has to be reproducible. The screening has to be documented. The evidence has to be graded consistently. Every shortcut is a threat to the review's standing, and reviewers are trained to spot them.
So researchers face the same trade-off as everyone else under time pressure, except that in academia the standard is unforgiving: a review that is not reproducible and well-documented is not just weaker, it is not really a systematic review at all.
Automated corpus work, documented methodology
Bricolage handles the mechanical weight of a systematic review while keeping the rigor visible. It ingests the corpus across academic databases and the broader literature, applies a structured framework, grades the evidence, and identifies gaps, documenting the methodology as it goes so the process is reproducible rather than improvised.
The output is a peer-review-ready review with the documentation attached: a full provenance log, consistent evidence grading, and a methodology disclosure, with every claim traceable to its source. The parts that demonstrate rigor are produced as part of the work, not reconstructed afterward.
More time for the research that needs a human
The point is not to take judgment out of the review. A researcher still decides what matters, what to include, and what the evidence means. The point is to remove the weeks of corpus assembly, screening, and citation work that stand between a researcher and the question they actually want to answer.
The systematic review is the foundation a funded project is built on. Making it faster without making it sloppier is how a small lab gets to spend its time on the science instead of the scaffolding.