Market Opportunity

Chaotic systematic reviews → kanban workflows + automation for reviewers targets a $1.0B = 200,000 research teams/institutions x $5,000 ACV (global researcher groups and small clinical teams adopting review software) total addressable market with medium saturation and a year-over-year growth rate of 12% estimated annual growth for niche research collaboration tools.

Key trends driving demand: AI-assisted screening -- transformer NLP reduces manual screening burden and accelerates throughput, increasing willingness to adopt dedicated tools.; Reproducibility push -- journals and funders demand transparent review processes and accessible workflows, driving software adoption.; Cloud collaboration -- remote, cross-institution teams need centralized, auditable platforms rather than ad-hoc Excel/Trello workarounds..

Key competitors include Covidence (Wiley), DistillerSR (Evidence Partners), Rayyan (Qatar Computing Research Institute / Pro version), EPPI-Reviewer (EPPI-Centre, UCL), Workarounds: Trello/Asana/Excel + reference managers (EndNote/Zotero).

Chaotic systematic reviews → kanban workflows + automation for reviewers

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