AssayIQ insights

Clear thinking for laboratory and healthcare decisions.

Practical briefings that translate regulation, reimbursement, quality, and operations into decisions leaders can use.

Visit the resource center for official guidance and practical preparation guides →

Explore the corporate laboratory support plan
Finance and executive decisions

Source release: September 21, 2026

2027 laboratory payment planning starts with your actual test mix

A preliminary national payment figure is a reason to review the business. It is not a substitute for a laboratory-specific revenue and cost model.

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Technology and quality governance

Source release: July 10, 2026

A laboratory automation purchase needs an acceptance plan

A promising demonstration does not answer whether a tool works safely in your laboratory's workflow. Define the use, evidence, review, and monitoring before deployment.

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Quality assessment and operations

Source release: Spring 2026

A corrective action is complete when the problem stays resolved

Managers need more than an incident log. A useful quality system links the finding, cause, action, owner, and evidence that the change worked.

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Accreditation evidence and competency

Source release: March 2026 revision

Inspection readiness depends on records that match the work

An organized file is useful only when its procedures, competency evidence, and study records reflect the laboratory's actual practice.

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Workforce and productivity

Source release: December 2, 2025

A staffing shortage needs a workload model leaders can act on

A test count cannot explain every demand on a laboratory team. Include coverage, exception work, quality duties, and the constraints leadership can change.

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More leadership and laboratory insights

AI and healthcare implementation

October 8, 2026

AI in healthcare and the clinical laboratory: implement the workflow, not the hype

What the evidence supports, where the risks remain, and how leaders and laboratory professionals can build a useful, measurable implementation together.

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EMI and dilution verification

October 7, 2026

Beyond the direct measurement range: make the dilution evidence count

How verified dilution supports useful quantitative results, clear worksheets and director decisions without confusing repeatability with accuracy.

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Productivity and leadership

September 29, 2026

A better way to measure clinical laboratory productivity

How to account for test mix, quality work, staffing coverage, and leadership-controlled bottlenecks in a useful operating metric.

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Diagnostics and clinical utility

September 29, 2026

A blood test can find a cancer signal. Can the care system deliver the benefit?

An expert view of the FDA Galleri review: regulatory status, stage-specific performance, follow-up, cost, and the outcomes that matter.

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Executive leadership

September 23, 2026

Value-based healthcare needs value-based leadership

Why healthcare leadership must be judged by patient value, safety, learning, workforce capability, and responsible use of technology.

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Quality and cost

February 11, 2026 briefing

The quiet waste hidden inside laboratory quality work

How duplicate studies, unused data, rework, and weak workflow design create costs that never appear on a reagent invoice.

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Operations basics

April 3, 2026 briefing

Just-in-time should mean less waste, not less safety

A simple way to connect supply planning, daily work, measurement, and continuous quality improvement.

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Leadership and culture

May 19, 2026 briefing

When QA becomes a blame file, leadership loses the signal

Why inconsistent accountability, favoritism, and bench-level blame create financial, safety, retention, and execution risk.

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Regulatory briefing

September 2026

Linearity and method comparison are not just graphs

What CLIA expects, what leaders should ask, and how to turn a study into defensible operating evidence.

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Finance and operations

August 2026 briefing

Payment pressure makes cost per reportable result a leadership metric

Why reimbursement files, coding changes, repeats, downtime, and staff effort belong in one decision model.

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Supply resilience

June 2026 briefing

Reagent readiness is an operating system, not an emergency spreadsheet

A practical way to connect inventory, alternate methods, validation readiness, vendors, and patient-service continuity.

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Technical depth with an executive view.

The perspective combines clinical laboratory practice, biomedical diagnostics, healthcare quality, analytics, and graduate management training.

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