Jon W. Hansen, FCIPS · Procurement Insights | Hansen AI Labs™ · October 2026
Every major map of procurement technology answers the same question: what can the providers do? Quadrants, solution maps, spider maps and the new AI-built market maps all place vendors by capability, coverage and category. Some do it very well.
None of them asks the question that increasingly decides what a customer actually experiences: who owns the provider, and what does that ownership do to it?
Today, Hansen AI Labs™ is announcing the PE Stewardship Scorecard: a map of the private equity firms behind procurement technology providers, and of their influence on provider performance and practitioner outcomes.
Why one level deeper
Several of the largest independent procurement technology providers are now owned by private equity, directly or through a parent company. Ownership decides how much debt a provider carries, how long its leaders stay, how much it invests in its product, what it charges at renewal and when it will be sold again. Customers live with all of it, usually without knowing who made those decisions.
Published research across other industries shows that private equity ownership measurably changes how companies operate, and that the effect on customers depends on the customers’ position. When customers can easily see a drop in quality and take their business elsewhere, owners have every reason to protect or improve what customers receive, because cutting it would cost them customers. When customers cannot easily see quality, or cannot easily leave, owners can reduce what customers don’t notice, such as staffing or support, without losing them. In those markets, customer outcomes are most at risk.
The research shows both outcomes. When private equity firms bought restaurant chains, health-inspection violations fell, as the new owners brought in operating expertise (Bernstein and Sheen, Review of Financial Studies, 2016). In U.S. nursing homes, private equity ownership increased patient mortality by 11%, alongside declines in nurse staffing and compliance with care standards (Gupta, Howell, Yannelis and Gupta, Review of Financial Studies, 2024). And at hospitals acquired by private equity, hospital-acquired adverse events such as falls and infections rose by about 25% (Kannan, Bruch and Song, JAMA, 2023).
Enterprise procurement software sits squarely in the second group. Implementations take years, switching is expensive, and the people who sign the contract are rarely the practitioners who live with the system. Yet, as far as we can find, no one has systematically measured what ownership does to customer outcomes in this market.
The central question
The scorecard is built around one question:
What influence do PE firms have on provider operations, and how does that influence affect outcomes for the customers those providers serve?
That is why the map is built around the firms rather than the providers. A provider map shows where an outcome happens. A PE map shows where a critical influence factor originates, and an owner tends to bring the same playbook to every company it buys.
How it works
The scorecard rests on two Hansen frameworks. Strand Commonality™ traces how ownership decisions cross into provider operations and customer outcomes. Invariant Physics™ supplies the frame: each provider’s operating reality is specific and cannot be transferred, so every firm is measured against the provider’s own baseline rather than an industry average, and a change of owner, like a change of technology, is treated as a change of coordinates, not a change of the underlying situation. The scorecard measures whether the situation itself changed for customers.
Each firm is assessed on four primary strands:
- PE firm outcomes: what the fund gained, including entry and exit values, debt placed on the provider and holding period.
- Provider outcomes: what ownership did to the company, including growth, product investment, workforce changes and leadership continuity.
- Customer outcomes: what clients experienced, including satisfaction, renewal pricing, implementation results and product continuity.
- Market structure: what the firm’s portfolio does to competition, including whether it owns competing providers.
These are the primary strands to start with, not a closed list. New strands will be added as they are shown to influence outcomes, individually or collectively. Currently, we see several strands that will be strategically introduced as their proven weighting becomes more evident.
The analysis runs the way the Hansen method always has: it starts from the customer outcome and traces back, through the provider’s operations, to the ownership decision that moved it.
The rules we hold ourselves to
- Measurement, not advocacy. The scorecard does not set out to show that private equity is good or bad for the industry. It records what happens under each firm’s ownership and lets the numbers speak.
- Only firms rated, never providers. Providers are the setting in which a firm’s stewardship is observed, not the subject of the rating.
- The full chain or nothing. A firm is scored only when the link from firm to provider to customer outcomes can be evidenced. Otherwise it is listed as awaiting evidence, with the missing link named.
- Every score graded. Each score carries the grade of the evidence behind it, from the documented public record down. The evidence behind every score is documented, and available to clients on request.
- Locked before scored. The method was fingerprinted and locked before any firm was assessed. Any change becomes a new dated version. The current version, Version 2, was locked on 25 October 2026. Its SHA-256 fingerprint is
74ff21ea714bd365493b2b07cdeafd40f6a6307cf58cdee56ca16e80d120370f, so anyone later shown the method can confirm it is unchanged.
- Results published as they fall, favorable or unfavorable, with equal prominence.
- Independent. Procurement Insights operates with zero vendor sponsorships, and Hansen AI Labs™ has no commercial relationship with any firm the scorecard rates.
Hansen AI Labs™ operates on the following principles: We are not concerned with being right, nor are we afraid of getting it wrong and admitting it. Our sole driving purpose is simple: “To Get It Right!”
How each executive uses it
- CEO: before approving a provider or a partner, know who owns it, what the owner’s record is with customers, and when that owner is likely to sell.
- CPO: use the owner’s record at selection and renewal to negotiate protections: price caps, change-of-ownership clauses, and commitments on support and product continuity.
- CFO: factor ownership risk into total cost: renewal increases, forced migrations and the cost of switching if a product is retired.
- CIO: plan the technology roadmap around ownership timelines, since an owner’s exit often brings platform consolidation, integration changes or product retirement.
- CDO: protect data portability and access, since a change of owner can change where your data lives, how it is used and what it costs to get out.
- COO: watch for the operational signs that follow ownership changes, such as support response times and implementation capacity, before they reach the business.
The goal
The ultimate aim is constructive: to identify the private equity firms whose ownership consistently produces strong outcomes for customers, and to show how they do it. That record would serve customers choosing providers, founders choosing investors, and the firms that do this well, which today have no independent way to show it.
If the evidence shows that serving customers and earning strong returns go together, that may be the most important finding of all.
The first round of assessments is underway, covering three distinct ownership situations: a take-private of a large public provider, a buyout of a public company facing documented customer losses at the time of the deal, and private equity ownership arriving through a parent company. The framework is built to extend beyond procurement to other sectors, once the first procurement results are published.
Beyond private equity
Private equity is not the only kind of owner whose decisions reach the customer. When Oracle acquired PeopleSoft in January 2005, after an eighteen-month takeover battle, it also inherited JD Edwards, which PeopleSoft had acquired in 2003. Customers of both feared that support would end and that they would be pushed onto the new owner’s products, and those fears had a source: early in the fight, Oracle’s chief executive was quoted as saying he would discontinue support for PeopleSoft’s software. PeopleSoft responded with a Customer Assurance Program, promising customers refunds of two to five times their license fees if the company was acquired and the new owner cut support within four years. Critics called it a poison pill designed to block the takeover, and it was one. But it was also a company putting a price on the risk its own customers faced from a change of ownership.
The same four strands apply to any new owner: what the acquirer gains, what happens to the provider, what customers experience and what happens to competition. The method applies equally to strategic acquirers. After the first private equity results are published, it will be extended to them under a new locked version, and their outcomes quantified the same way.
Background reading
Research cited:
- Shai Bernstein and Albert Sheen, “The Operational Consequences of Private Equity Buyouts: Evidence from the Restaurant Industry,” Review of Financial Studies, 2016
- Atul Gupta, Sabrina T. Howell, Constantine Yannelis and Abhinav Gupta, “Owner Incentives and Performance in Healthcare: Private Equity Investment in Nursing Homes,” Review of Financial Studies 37(4), 2024
- Sneha Kannan, Joseph Dov Bruch and Zirui Song, “Changes in Hospital Adverse Events and Patient Outcomes Associated With Private Equity Acquisition,” JAMA 330(24), 2023
Method reference: PE Stewardship Scorecard, Version 2, locked 25 October 2026. SHA-256: 74ff21ea714bd365493b2b07cdeafd40f6a6307cf58cdee56ca16e80d120370f
Truth Is Believing. Accuracy Is Knowing. Outcome Is Proof.™
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While the Industry Maps the Providers, Hansen AI Labs™ Maps the Money Behind Them and the Impact on the End Customer
Posted on October 25, 2026
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Jon W. Hansen, FCIPS · Procurement Insights | Hansen AI Labs™ · October 2026
Every major map of procurement technology answers the same question: what can the providers do? Quadrants, solution maps, spider maps and the new AI-built market maps all place vendors by capability, coverage and category. Some do it very well.
None of them asks the question that increasingly decides what a customer actually experiences: who owns the provider, and what does that ownership do to it?
Today, Hansen AI Labs™ is announcing the PE Stewardship Scorecard: a map of the private equity firms behind procurement technology providers, and of their influence on provider performance and practitioner outcomes.
Why one level deeper
Several of the largest independent procurement technology providers are now owned by private equity, directly or through a parent company. Ownership decides how much debt a provider carries, how long its leaders stay, how much it invests in its product, what it charges at renewal and when it will be sold again. Customers live with all of it, usually without knowing who made those decisions.
Published research across other industries shows that private equity ownership measurably changes how companies operate, and that the effect on customers depends on the customers’ position. When customers can easily see a drop in quality and take their business elsewhere, owners have every reason to protect or improve what customers receive, because cutting it would cost them customers. When customers cannot easily see quality, or cannot easily leave, owners can reduce what customers don’t notice, such as staffing or support, without losing them. In those markets, customer outcomes are most at risk.
The research shows both outcomes. When private equity firms bought restaurant chains, health-inspection violations fell, as the new owners brought in operating expertise (Bernstein and Sheen, Review of Financial Studies, 2016). In U.S. nursing homes, private equity ownership increased patient mortality by 11%, alongside declines in nurse staffing and compliance with care standards (Gupta, Howell, Yannelis and Gupta, Review of Financial Studies, 2024). And at hospitals acquired by private equity, hospital-acquired adverse events such as falls and infections rose by about 25% (Kannan, Bruch and Song, JAMA, 2023).
Enterprise procurement software sits squarely in the second group. Implementations take years, switching is expensive, and the people who sign the contract are rarely the practitioners who live with the system. Yet, as far as we can find, no one has systematically measured what ownership does to customer outcomes in this market.
The central question
The scorecard is built around one question:
That is why the map is built around the firms rather than the providers. A provider map shows where an outcome happens. A PE map shows where a critical influence factor originates, and an owner tends to bring the same playbook to every company it buys.
How it works
The scorecard rests on two Hansen frameworks. Strand Commonality™ traces how ownership decisions cross into provider operations and customer outcomes. Invariant Physics™ supplies the frame: each provider’s operating reality is specific and cannot be transferred, so every firm is measured against the provider’s own baseline rather than an industry average, and a change of owner, like a change of technology, is treated as a change of coordinates, not a change of the underlying situation. The scorecard measures whether the situation itself changed for customers.
Each firm is assessed on four primary strands:
These are the primary strands to start with, not a closed list. New strands will be added as they are shown to influence outcomes, individually or collectively. Currently, we see several strands that will be strategically introduced as their proven weighting becomes more evident.
The analysis runs the way the Hansen method always has: it starts from the customer outcome and traces back, through the provider’s operations, to the ownership decision that moved it.
The rules we hold ourselves to
74ff21ea714bd365493b2b07cdeafd40f6a6307cf58cdee56ca16e80d120370f, so anyone later shown the method can confirm it is unchanged.Hansen AI Labs™ operates on the following principles: We are not concerned with being right, nor are we afraid of getting it wrong and admitting it. Our sole driving purpose is simple: “To Get It Right!”
How each executive uses it
The goal
The ultimate aim is constructive: to identify the private equity firms whose ownership consistently produces strong outcomes for customers, and to show how they do it. That record would serve customers choosing providers, founders choosing investors, and the firms that do this well, which today have no independent way to show it.
If the evidence shows that serving customers and earning strong returns go together, that may be the most important finding of all.
The first round of assessments is underway, covering three distinct ownership situations: a take-private of a large public provider, a buyout of a public company facing documented customer losses at the time of the deal, and private equity ownership arriving through a parent company. The framework is built to extend beyond procurement to other sectors, once the first procurement results are published.
Beyond private equity
Private equity is not the only kind of owner whose decisions reach the customer. When Oracle acquired PeopleSoft in January 2005, after an eighteen-month takeover battle, it also inherited JD Edwards, which PeopleSoft had acquired in 2003. Customers of both feared that support would end and that they would be pushed onto the new owner’s products, and those fears had a source: early in the fight, Oracle’s chief executive was quoted as saying he would discontinue support for PeopleSoft’s software. PeopleSoft responded with a Customer Assurance Program, promising customers refunds of two to five times their license fees if the company was acquired and the new owner cut support within four years. Critics called it a poison pill designed to block the takeover, and it was one. But it was also a company putting a price on the risk its own customers faced from a change of ownership.
The same four strands apply to any new owner: what the acquirer gains, what happens to the provider, what customers experience and what happens to competition. The method applies equally to strategic acquirers. After the first private equity results are published, it will be extended to them under a new locked version, and their outcomes quantified the same way.
Background reading
Research cited:
Method reference: PE Stewardship Scorecard, Version 2, locked 25 October 2026. SHA-256: 74ff21ea714bd365493b2b07cdeafd40f6a6307cf58cdee56ca16e80d120370f
Truth Is Believing. Accuracy Is Knowing. Outcome Is Proof.™
-30-
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