Analytics & AI

Turn lab data into decisions, not reports

Real-time operational dashboards, statistical quality trending and an AI assistant that answers questions from your own records, with every permission and audit trail respected.

Overview

One data model makes analytics simple

Most labs export data into spreadsheets or a separate warehouse before they can answer basic questions about turnaround time, backlog or quality trends. By the time the report is ready, the situation has changed.

Because HDLIMS stores samples, results, resources and quality events in one model, analytics work on live data. Lab managers see operations as they are, QA sees trends as they emerge, and data teams can connect their preferred BI tools through governed, read-only access.

What changes for your lab

Real-time visibility

Managers act on live operational data instead of last month’s spreadsheet.

Proactive quality

Statistical trending moves QA from reacting to excursions to preventing them.

Less reporting effort

Self-service and scheduled reports replace manual data extraction and formatting.

Capabilities

Core Analytics & AI capabilities

Operational dashboards

Backlog, throughput, turnaround time and right-first-time rates by lab, team, method or customer.

Statistical trending

Control charts with configurable run rules to detect shifts and drifts in results and EM data.

Self-service reports

Build, save and schedule reports without SQL, using the same permissions as the rest of HDLIMS.

HDLIMS Assistant

Ask questions in plain language and get answers with links to the underlying records.

Capacity planning

Forecast workload from schedules, stability pulls and historical demand to plan staffing and instruments.

Open data access

Governed, read-only access for BI tools and data platforms through APIs and standard connectors.

Quality trending

Catch drift before it becomes a deviation

Trend any result, specification attribute or monitoring location over time with control limits and run rules, and get notified when a pattern emerges.

  • Shewhart charts with configurable run rules
  • Trending by product, method, instrument, analyst or site
  • Out-of-trend notifications routed to the right owner
  • Annual product review and PQR data sets in a few clicks

AI with guardrails

An assistant built for regulated environments

The HDLIMS Assistant helps users find information, summarize records and draft documents. It works within strict boundaries so it supports people rather than acting on their behalf.

  • Answers grounded in your records, with links to the source
  • Respects role-based permissions and site boundaries
  • Never creates, changes or signs GxP records without explicit user action
  • Can be enabled or disabled per tenant, site or role

AI with guardrails

  1. 01 Answers grounded in your records, with links to the source
  2. 02 Respects role-based permissions and site boundaries
  3. 03 Never creates, changes or signs GxP records without explicit user action
  4. 04 Can be enabled or disabled per tenant, site or role

FAQ

Analytics & AI: frequently asked questions

Can we connect Power BI, Tableau or other BI tools?
Yes. HDLIMS provides governed, read-only data access through APIs and standard connectors so your data team can use the tools they already know.
How is AI used in HDLIMS, and is it optional?
The HDLIMS Assistant helps users search, summarize and draft. It operates within each user’s permissions, cites the records it uses and cannot change GxP data on its own. It can be enabled or disabled per tenant, site or role.
Do dashboards update in real time?
Operational dashboards read from live data and refresh automatically, so the backlog and turnaround figures you see reflect the current state of the lab.

See Analytics & AI in action on HDLIMS

Book a tailored demo with a lab informatics specialist. We map your sample types, methods and compliance requirements, then show you exactly how HDLIMS fits.