QAD's document-review benchmark needs a reproducible baseline

Define what the clock measures

The direct answer is that a review-time claim is useful only after the measured task is defined. QAD's page presents a change from 40 to 5 minutes per run, but the public page does not identify every boundary needed to reproduce that comparison. A buyer should request the document type, lifecycle stage, number and length of records, metadata and attachment volume, change complexity, reviewer role, approval sequence, required checks, exception rate, language, location, system release, configuration, integration, and measurement period.

Start and stop events can change the result materially. A clock may begin when a reviewer opens a prepared package or when the organization identifies work, gathers the applicable version, reconciles comments, verifies training impact, resolves missing metadata, and routes approval. It may stop at a click, final signature, effective release, distribution, or proof that superseded copies were controlled. Record queue time, active work, rework, waiting, and exception handling separately before comparing a baseline with a future state.

Preserve population and comparison context

A defensible benchmark identifies the reporting entity, sites, users, document classes, observation dates, eligible population, sample selection, numerator, denominator, medians or distributions, exclusions, failed or abandoned reviews, and the procedure used to collect time. If the five-minute figure applies to a narrow recurring document after templates and metadata are prepared, it should not be projected onto a complex change with technical review, quality approval, electronic signatures, training impact, translation, and regulated effective-date controls.

The comparison also needs its counterfactual. Preserve the legacy process, staffing, experience, document volume, backlog, policy, quality checks, and simultaneous procedural changes. Faster work after standardization, migration, training, or changed review criteria cannot automatically be attributed to one software capability. Customer evidence can inform a shortlist, but a buyer should not convert an attributed example into a promised result or a universal productivity assumption.

Speed cannot remove required quality judgment

Document control in a regulated quality system still requires the organization to define intended use, authorship, version, content review, approval authority, effective timing, access, distribution, retention, archival, supersession, training impact, audit history, and exception treatment. Configuration may reduce navigation, duplicate entry, or manual routing, but elapsed time does not show whether the correct source was reviewed, whether changes were understood, or whether the approved record was released and available at the point of use.

Buyers should pair time with quality and control measures: first-pass completeness, correction and reopening rates, overdue exceptions, unauthorized changes, missing signatures, late training, retrieval failures, superseded-copy findings, audit observations, and user burden. Keep process performance separate from product quality, regulatory conformity, inspection readiness, and business return. A faster review with omitted work is not an improvement, while a slower high-risk review may reflect appropriate scrutiny.

Run a representative timed challenge

A representative evaluation should time several predeclared document classes across normal and difficult cases. Include a minor procedural edit, a cross-functional policy change, a record with missing metadata, a rejected approval, an effective-date change, an overdue reviewer, a training-impact decision, and a superseded controlled copy. Measure the same start and stop events in the current and configured processes, retain screen and audit evidence, reconcile exceptions, and report the full distribution rather than only the best run.

QAD's official page supports the attributed statements about the 40-to-5-minute document-review figure, manual-tracking positioning, centralized quality information, process alignment, supplier-supported quality, document control, training, corrective and preventive action, compliance, and audit readiness. It does not establish a buyer's workflow, baseline, configuration, validation, timing result, document quality, inspection outcome, productivity, savings, or regulatory state. Qualified quality, regulatory, validation, manufacturing, information-technology, data-governance, procurement, finance, and legal owners retain those judgments.

Enterprise buyer test

Translate this change into the exact population, record type, workflow stage, decision owner, effective date, and evidence that could be affected. Ask current or prospective providers to demonstrate the named workflow with representative data and an exception—not a polished feature tour. Record what official documentation establishes, what a provider states, what the team observes, and what remains unresolved.

A defensible review also identifies the dependency outside the product. Authority interpretation, policy configuration, data quality, integrations, human judgment, approval rights, release governance, training, and retained evidence may remain customer or service responsibilities. The evaluation should preserve those boundaries instead of treating a technology claim as the complete operating model.

What we will watch next

RegQuality Review will watch the named source and affected market records for later evidence that changes status, scope, availability, implementation timing, workflow consequence, or the limits of the initial report. A later announcement does not silently overwrite this dated account; the change ledger preserves the sequence.