Renergy™ Conversion Series · Research 02

Why New Technology Doesn't Always Make a Company Easier to Run

Technology Without Conversion

Published November 2, 2026 · Last updated November 2, 2026

The new system is live. Why is the company still doing so much of the old work?

The ERP implementation is complete. The CRM has been deployed. Warehouses have new systems. Management has new dashboards. Automation performs tasks that previously required people.

Yet orders still need intervention. Employees reconcile information between functions. Invoices are corrected. Exceptions move through the same approvals. Managers continue resolving work that arrives incomplete or cannot be executed.

The technology may be substantially better.

The company may not be easier to run.

I distinguish three achievements that management should never confuse:

Technology completion. Operating conversion. Economic conversion.

Each requires different evidence. Passing one does not establish that the next has been achieved.

My central proposition is that technology can modernize the instruments of work without changing the operating arrangement that makes the work expensive.

A company can automate the movement of work without changing why that work must move.

That is where I begin my structural examination.

1. Three achievements, three different tests

A technology project can satisfy its requirements while the enterprise continues to perform many of the same corrections, approvals and reconciliations.

In my Business Structural Drag framework, Structural Drag is work a company repeats because of how it is arranged—work a different arrangement could remove without changing what the customer receives or what the business must protect.

Technology can accelerate productive work. It can also accelerate unnecessary repetition.

The relevant distinction is not whether the software works. It is whether the work and economics surrounding the software have changed.

Figure 1 / Research 02

The Three Thresholds of Technology Conversion

01. Technology completion

The system performs its intended functions reliably and safely.

Availability, accuracy, controls, successful transactions and adoption

02. Operating conversion

The enterprise performs work differently, with less unnecessary effort or better delivered outcomes.

Corrections, handoffs, reconciliations, decision waits and paid effort per completed unit

03. Economic conversion

The operating changes produce measurable financial or capacity value.

Verified costs, additional contribution, output per resource, working capital and cash
Figure 1. Three separate tests. Implementation is evidence of technology completion, not proof of operating or economic conversion.

Consider a sales process requiring three approvals before a customer commitment can be accepted.

A new platform may make those approvals electronic and faster.

That is an improvement.

But the company still needs to establish whether all three approvals are necessary, whether the relevant authority is placed correctly, and whether the work that follows can be executed without further clarification.

The same distinction applies to manufacturing, distribution, service delivery, acquisition integration and AI.

The investment is not the operating outcome. The operating outcome is not yet the economic return.

2. Four public-company situations that reveal different conversion questions

I examined public disclosures from Tennant, DNOW (including its combination with MRC Global), embecta and TransUnion.

They are deliberately different examples: a disrupted ERP cutover, post-acquisition stabilization, stand-alone business creation, and a transformation combining technology with operating-model change.

I have not assessed these companies internally or assigned them Structural Drag profiles. The reported facts belong to the companies; the structural questions are my professional interpretations.

Public-company evidence · Tennant

Tennant — A technology transition with measurable operating consequences

In November 2025, Tennant implemented a new ERP system across its North American operations.

The company reported disruptions involving order management, manufacturing scheduling, inventory visibility, transaction processing and customer fulfillment.

Management mobilized recovery teams and temporary workarounds to address the problems.

In its February 23, 2026 earnings release, Tennant estimated that the disruption had an unfavorable fourth-quarter effect of approximately $30 million on net sales and $22 million on adjusted EBITDA.

These are management's estimates of effects attributable to the ERP disruption—not my estimate of Structural Drag.

They are also different from ERP modernization expenditures separately reflected in Tennant's non-GAAP financial reconciliations.

The financial consequence was not limited to the initial implementation period.

By August 2026, Tennant was still reporting residual North American ERP-related inefficiencies. Management identified ERP recovery costs and other factors affecting gross margin, including freight, tariffs, supply constraints and European pricing pressure.

My structural question

When the ERP functions reliably, what recovery work disappears, and what remains because of how orders are promised, released, scheduled and fulfilled?

I would follow comparable orders from commercial commitment through planning, manufacturing, shipment, invoicing and collection.

I would identify where work becomes non-executable, who resolves it and whether the resolution requires changing an earlier commitment.

If configuration defects explain the problems and stabilization removes them, the structural hypothesis weakens.

If repeated corrections continue after technical stabilization, the operating arrangement deserves examination.

What Tennant establishes: Technology disruption can produce identifiable operating and financial consequences. The public evidence does not establish what portion, if any, would be removable through organizational redesign.

Read the original filings and evidence notes
Public-company evidence · DNOW / MRC Global

DNOW / MRC Global — Stabilized is not the same as optimized

DNOW's combination with MRC Global brought together business operations with different systems and practices.

MRC Global had begun implementing a cloud-based ERP system in its U.S. operations before the transaction.

DNOW's 2025 Form 10-K reported ongoing work to address configuration, data-migration and stabilization matters involving the inherited platform. The company also disclosed that it had experienced ERP-related operating disruption.

Its risk disclosures identified potential problems across order-to-cash and procure-to-pay processes, including fulfillment, inventory, pricing, invoicing, collections, supplier integration and manual reconciliation.

The distinction between reported experience and potential risk matters: not every item listed in a risk disclosure is a documented realized loss.

But DNOW's May 7, 2026 investor presentation provided specific operational evidence.

On page 3, management described the status of the inherited U.S. ERP:

DNOW / Investor presentation

“While much progress has been made, the system has been stabilized, but is not yet optimized.”

DNOW · May 7, 2026 · Page 3

Page 7 identified workstreams directed toward:

  • Reducing rework between quotations and order execution.
  • Improving warehouse fulfillment and freight processes.
  • Improving invoice quality, proof of delivery and cash-flow support.
  • Reducing system interruptions and manual escalations.
  • Strengthening data alignment, reporting and operational visibility.

That distinction captures much of what this research is examining.

My structural question

Which improvements require technical remediation, and which require changes in the rules by which the combined enterprise commits, prioritizes, fulfills and reconciles work?

An acquisition can connect technology platforms while locations continue applying different pricing rules, priority systems, inventory assumptions or exception authorities.

A shared interface does not establish a shared operating model.

I would compare equivalent transactions across locations: what requires manual intervention, who owns an exception, and whether inconsistent rules create repeated central reconciliation.

If the problems trace to data conversion and configuration defects, technical remediation may be sufficient.

If incompatible operating rules continue creating work after stabilization, an organizational change may be necessary.

What DNOW establishes: Management identified specific workflow problems and optimization targets. Its public disclosures do not establish the cost of each activity or the amount of Structural Drag recoverable through redesign.

Read the original filings and evidence notes
Public-company evidence · embecta

embecta — Not every expensive transformation is a failed transformation

embecta's separation from Becton, Dickinson and Company required it to establish independent systems, functions and operating capabilities.

Its fiscal 2025 Form 10-K described the creation of information-technology, procurement, quality, regulatory, financial, distribution and shared-services infrastructure.

That included processes supporting order-to-cash, source-to-pay and record-to-report activities, as well as ERP implementation.

The company reported $31.3 million in separation-related costs during fiscal 2025, compared with $110.8 million in fiscal 2024.

Those amounts cover numerous separation and stand-up activities. They are not exclusively technology expenses or evidence of Structural Drag.

This example matters because establishing independence can require genuinely new work.

A stand-alone enterprise needs financial reporting, regulatory responsibilities, controls, procurement and information systems that may previously have been provided by its parent.

The objective is not necessarily to reduce expense immediately.

My structural question

Which continuing obligations are necessary consequences of independence, and which require additional effort because the stand-alone organization has been arranged inefficiently?

Duplicating a necessary control is not automatically waste.

But repeatedly reconciling inconsistent information, correcting incomplete transactions or routing decisions through unnecessary authority may be a different matter.

The public record establishes legitimate and substantial stand-up costs. It does not establish that embecta's resulting organization contains avoidable Structural Drag.

What embecta establishes: A costly systems transformation can be necessary and economically appropriate. Normalization and operating evidence must come before structural judgment.

Read the original filings and evidence notes
Public-company evidence · TransUnion

TransUnion — Technology and operating-model change pursued together

TransUnion provides a contrasting example.

Its transformation plan combined operating-model optimization with accelerated technology investment.

The 2025 Form 10-K describes changes involving global capability centers, operating responsibilities, facilities and cloud-based technology infrastructure.

TransUnion reported $373.4 million in cumulative pretax expenses associated with the combined transformation initiatives.

For 2025, management reported approximately $130 million in annualized savings from the transformation plan.

These figures measure different things.

The $373.4 million represents cumulative pretax expenses across the initiatives. The $130 million is an annualized savings measure, not a single year's cash receipts or an independently verified enterprise-value increase.

The savings also cannot be attributed entirely to technology. The program included operating-model changes and employee and facility actions.

My structural question

How much of the reported improvement came from eliminating work, how much from changing where or by whom work is performed, and how much from technology efficiency?

Those are separate sources of value.

A system can automate a transaction. An operating-model change can eliminate an unnecessary transaction. A workforce change can reduce an expense without necessarily changing the work itself.

I would distinguish those effects before attributing value.

What TransUnion establishes: Management reported financial benefits from a combined operating and technology transformation. The public record does not isolate the contribution of each element, but it provides a useful positive comparison.

Read the original filings and evidence notes

3. What I conclude across the four situations

The four examples do not establish one universal failure.

Tennant demonstrates the operating consequences of a difficult implementation.

DNOW identifies the work involved in moving from stabilization toward optimization.

embecta shows that systems and organizational investments may be necessary to create legitimate operating capabilities.

TransUnion reports savings from a combined operating and technology transformation.

The common analytical question is more useful than forcing a common diagnosis:

What exactly changed between paying for the technology and obtaining the economic result?

I distinguish five kinds of evidence along that path: system capability, changed work, changed resource consumption, changed delivered output and verified financial effects.

The three thresholds in Figure 1 organize the investigation; the five kinds of evidence test whether each conversion actually happened.

A successful implementation might satisfy only the first threshold.

An operational improvement might satisfy the first two while releasing capacity the company has not yet redeployed.

An economic improvement may involve cost reduction, increased throughput, improved service economics or better cash conversion.

The missing conversion may not be inside the technology.

It may be in the relationship between the technology and the work surrounding it.

4. Where Structural Drag could enter

My Business Structural Drag framework offers six competing explanations, none of which I assign to the named companies.

TOP-LOADED Technology accelerates information, but exceptions still wait for a few senior approvals. Examine decision queues, escalation volume and authority thresholds.
MIDDLE-LOADED Systems generate more information, while coordination roles and meetings continue reconciling conflicting functional priorities. Examine recurring reconciliation and coordination effort.
JOINT-LOADED A function finishes its task faster, but the receiving function cannot execute the handoff. Examine returned transactions, corrections and readiness standards.
EDGE-LOADED A common system connects sites or acquisitions that retain incompatible operating rules. Examine local variations, conflicting customer commitments and central intervention.
PRE-LOADED Systems, inventory or people are committed before demand and operating readiness justify their deployment. Examine utilization, timing and unfinished prerequisites.
POINT-LOADED Automation expands activity, but a few individuals remain indispensable for interpreting exceptions or authorizing changes. Examine named-person dependencies and substitute capability.

No Structural Drag established is equally legitimate. The issue may be technical defects, necessary transition expense, insufficient training, demand, complexity or protective controls.

Two similar technology disappointments can require opposite decisions.

A configuration defect should not automatically trigger organizational redesign. Repeated work caused by incompatible decision rules should not automatically trigger another software purchase.

The distinguishing evidence determines the decision.

For the full profile illustrations and diagnostic distinctions, see Research 01 — Why Growing Companies Become More Expensive to Run.

5. Where paid capacity goes after technology changes

One of the most important consequences of technology investment can remain invisible inside ordinary payroll.

A billing employee corrects invoices. A warehouse supervisor reconciles incomplete information. A project manager resolves contradictory commitments.

These activities may become faster after implementation without becoming unnecessary.

I use the same paid-capacity distinction introduced in Research 01.

Figure 2 / Research 02

Where Paid Capacity Goes

01

Customer-relevant output

Work producing or enabling what customers receive.

Preserve and improve
02

Necessary obligations

Work protecting customers, the business and legitimate commitments.

Preserve and fulfill efficiently
03

Arrangement-created repetition

Work repeated, corrected or reconciled because of how the organization is arranged.

Test whether a different arrangement could remove it
Figure 2. The paid-capacity model from Research 01. The categories distinguish different uses of paid capacity; their economic amounts require observation and measurement.

My three established economic ledgers remain separate: verified financial effects, paid capacity consumed and contribution not earned.

I do not equate time saved with profit earned.

The connection to the Renergy™ Conversion Chain is straightforward:

Paid capacity → Usable capacity → Delivered output → Operating profit → Cash → Enterprise value

A technology gain that releases time must still become usable capacity. That capacity must then support valuable work before an additional economic contribution can be claimed.

Technology can reduce cost without increasing output, or increase output without reducing cost. Either may be valuable.

The evidence must establish which one happened.

6. Give this to your CFO, COO and technology leader

The Technology Conversion Review

Before approving a major technology investment—or declaring a transformation complete—I would require one joint report addressing seven questions.

1. What operating result did we purchase? Define the expected change in delivered work, quality, capacity, expense or cash separately from the software's technical requirements.

2. What changed in the same unit of work? Compare orders, projects, invoices, cases or other delivered units before and after implementation. Control for complexity, quality, demand and outsourcing.

3. Where does work still stop or return? Identify incomplete releases, manual escalations, repeated corrections and decisions that require intervention.

4. What work is no longer necessary? Distinguish eliminated effort from work that was merely accelerated, reassigned or transferred to another function.

5. What necessary obligations remain? Preserve safety, quality, financial controls, customer commitments and compliance.

6. Where did the released capacity go? Determine whether it became more delivered output, reduced cost, improved service, shorter lead times or unused availability.

7. What financial effect can we verify? Reconcile recurring savings, implementation expenditures, additional contribution, working capital and cash. Avoid double counting.

Four decisions are legitimate: continue technical stabilization; redesign the operating arrangement; combine technology and structural change; or deliberately change nothing.

The purpose of the review is not to justify the investment after the fact. It is to determine what the investment actually changed.

7. What would change my conclusion?

I would weaken a Structural Drag hypothesis if temporary errors disappear with technical stabilization, or if comparable work is demonstrably completed with less effort while necessary controls remain intact.

I would also weaken it if financial performance can be explained by pricing, product mix, demand, necessary investment or other conditions without an arrangement-created explanation.

I would strengthen the case for structural investigation where a technically stable system still requires repeated corrections, reconciliations and avoidable decision escalations to complete comparable work.

The decisive evidence is not the size of the technology budget.

It is the actual work performed—and whether that work would remain necessary under a different operating arrangement.

8. Before the next technology investment

A manufacturer can install a new ERP and still release incomplete work to production.

A distributor can unify technology platforms while locations continue using incompatible pricing and fulfillment rules.

An acquirer can connect systems without integrating operating decisions.

An AI tool can accelerate work that still requires the same approvals, verification and downstream corrections.

Or a company can invest in technology alongside operating-model improvements and produce measurable economic benefits.

Those situations require different decisions.

For readers focused specifically on AI, my companion work is Speed Without Conversion — The Economics of AI When You Keep Your People, with an inside-the-operation illustration in Field Case 13, Everyone Got Faster. Nothing Arrived Sooner. (a fictional composite).

My question is not whether a technology project has been completed.

My question is how much of the work surrounding that technology would still be necessary if the business were arranged differently.

A successful investment should be judged by what the technology can do, what the organization no longer needs to do, and what the company can now accomplish with the resources it already has.

Gower Idrees

Creator of the Business Structural Drag framework and the Renergy™ management framework

Sources, Evidence Notes & Research Methodology

Evidence reviewed through November 2, 2026

A. Tennant Company

A1 — Fourth-Quarter and Full-Year 2025 Results, February 23, 2026

Read the original SEC-filed earnings release

Relevant sections: ERP System Implementation Update (page 2), Fourth-Quarter Financial Results (pages 3–4), and Supplemental Non-GAAP Financial Tables (including ERP modernization expense).

Management estimated approximately $30 million of unfavorable net-sales impact and $22 million of adjusted EBITDA impact from fourth-quarter ERP disruption. These were estimates attributed by Tennant to implementation issues.

A2 — Second-Quarter 2026 Results, August 5, 2026

Read the original SEC-filed earnings release

Relevant sections: Second-Quarter Highlights, Operating Results, and Cash Flow, Liquidity and Capital Allocation. Management described residual North American ERP inefficiencies alongside other margin and operating pressures.

Evidence boundary: Neither release isolates a measured amount of Structural Drag or demonstrates how much of the disruption could have been avoided through structural redesign.

B. DNOW / MRC Global

B1 — DNOW 2025 Form 10-K

Read the original SEC filing

Relevant sections: Item 1A — Risk Factors, especially discussion of MRC Global's inherited U.S. ERP stabilization, system integration, order-to-cash and procure-to-pay processes, manual workarounds and possible synergy delays.

The filing also acknowledges operational disruptions associated with inherited ERP stabilization. Risk statements about potential future problems are not evidence that every listed consequence occurred.

B2 — First-Quarter 2026 Investor Presentation, May 7, 2026

Read the DNOW earnings presentation

Relevant sections: page 3, 1Q 2026 Highlights; page 6, Adjusted EBITDA Bridge; and page 7, MRC Global U.S. ERP Stabilization Progress.

Page 3 establishes management's explicit distinction between a stabilized and an optimized ERP system.

Page 7 identifies quotation-to-order rework, fulfillment and invoicing improvements, manual escalations, systems reliability and reporting alignment.

Evidence boundary: The presentation describes management priorities and intended business value. It does not provide a verified cost allocation for each workstream or measure recoverable Structural Drag.

C. embecta Corp.

C1 — Fiscal 2025 Form 10-K

Read the original SEC filing

Relevant sections: Item 7 — Results of Operations: Other Operating Expenses and Item 8 — Note 5: Other Operating Expenses.

The filing reports costs related to the separation of $31.3 million in fiscal 2025 and $110.8 million in fiscal 2024. It describes the stand-up of independent business functions and systems, including ERP and business-continuity processes.

Cloud-computing amortization is separately identified.

Evidence boundary: Separation-related costs encompass more than technology implementation. The filing does not establish that the company's stand-alone operating arrangement was inefficient.

D. TransUnion

D1 — 2025 Form 10-K

Read the original company-hosted annual filing

Relevant section: Item 7 — Management's Discussion and Analysis: Developments That Impact Comparability Between Periods — Transformation Plan, printed page 47.

The company reported cumulative pretax transformation expenses of $373.4 million across the combined initiatives and approximately $130 million in annualized savings during 2025.

The transformation comprised operating-model optimization and technology investments.

Evidence boundary: Annualized savings are management-reported and cannot be attributed solely to technology or treated as a measured enterprise-value effect.

E. Research methodology and disclosures

This article is an independent, interpretive cross-case analysis of four publicly documented business situations. It is not a statistical study, a prevalence estimate or an internal company assessment.

The analysis distinguishes three levels of evidence:

Reported facts: Financial figures and operational descriptions provided by companies in filings, presentations and earnings releases.

My interpretation: Structural questions developed through the Business Structural Drag framework and Renergy™ Conversion Chain.

Unresolved evidence: Internal processes, alternative causal explanations, transaction-level effort, recoverability and financial effects not established by the public record.

No named company is assigned a Structural Drag profile.

Company-estimated losses, implementation costs, annualized savings, operating expenses and cash-flow consequences are different categories and must not be aggregated or treated as directly comparable.

The paper presents my professional interpretations of public evidence. A company-specific Structural Drag conclusion requires observation, internal data and tests capable of distinguishing competing explanations.