Benchmark Analytics
Our mission: Transform police force management through an all-in-one, data management and early intervention system.
MarketsInternal Investigation Tools
Our mission: Transform police force management through an all-in-one, data management and early intervention system.
Published Aug 14, 2026
A 2023 vendor roadmap references ongoing improvements and planned enhancements to audit log visibility; up-to-date roadmap status is not consolidated in publicly accessible sources used here.
Based on agency materials and vendor descriptions:
Minneapolis public documentation (Racial Equity Impact Analysis) describes goals and expected impacts of adopting an EIS to consolidate incidents into modules and improve processing efficiency and accountability reporting. This documentation is planning- and governance-oriented rather than an outcomes report.
The University of Chicago Polsky Center notes that the institution licensed an early intervention technology to the vendor and that the technology originated from data science fellowship projects applying machine learning to historical officer behavior data. This supports the vendor's research-rooted origin narrative but does not independently validate current product performance or deployment practices.
Decision makers:
End users:
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Download full report →The vendor has a very limited public third-party product review footprint in widely used SaaS review platforms in accessible sources:
Given the sparse public review footprint, this section relies on the incentivized G2 review plus public-sector documents describing deployments.
From the incentivized G2 review:
From a public-sector deployment description (agency procurement documentation):
There is insufficient end-user review volume in accessible mainstream review sites to identify recurring low-star reviews or common negative customer quotes specific to the product itself.
To partially address this evidence gap, employee sentiment (which is not a substitute for customer feedback) was examined. On Glassdoor, some employee comments mention both positive and negative aspects; examples include statements that the company offers interesting technical work and remote work options, and other employee comments referenced benefits or perceived leadership concerns. Employee-sourced commentary should be treated cautiously and is not a direct indicator of customer experience.
Because churn stories are not publicly visible via review platforms for this product, likely deal-breakers must be inferred from procurement realities:
Critical note: the agency page documents procurement and intended operational use but does not publish outcome evaluations.
Benchmark Analytics provides a suite of law-enforcement workforce management and early intervention system (EIS) software designed to consolidate officer-related operational and professional-standards data (e.g., use of force, complaints, pursuits, internal affairs cases, training) and generate analytics, alerts, and case-management workflows to support supervisory interventions and reporting.
Core product family (as described by the vendor):
The vendor describes a research partnership with the University of Chicago and characterizes its predictive modeling as evidence-based. The company publishes model performance metrics and dataset size claims; these are discussed critically in sections below because public methodology details are limited.