If we’re honest about our industry, payment integrity hasn’t always strengthened provider relationships. At times, it’s done the opposite, albeit unintentionally.
Both payers and providers want strong partnerships. But when payment integrity is reactive and centered on recoupments, it creates friction. When it’s proactive and grounded in accuracy, it does the opposite—it builds trust. The difference comes down to timing, transparency, and intent.
When we pay correctly the first time—aligned to policies and contracts—we reduce surprises, minimize rework, and create a shared understanding of expectations. That’s what strengthens relationships. Not recovering dollars after the fact, but getting it right from the start.
I’ve spent more than two decades in payment integrity, both on the vendor side and inside a national payer. I’ve seen what works. I’ve also seen what quietly erodes confidence over time. And here’s what I know for sure: provider relationships don’t break because we enforce rules. Relationships in this industry are grounded in clear expectations. They break because of how—and when—we enforce them.
Clawbacks are a symptom, not a payment integrity strategy
There’s a legacy model in this industry that everyone understands but rarely examines closely. A claim pays. An issue is identified months later. A recovery request is issued. Revenue is reversed. Appeals follow. Frustration builds.
Clawbacks aren’t inherently wrong. Sometimes they’re necessary. But when post-payment recovery becomes the centerpiece of a payment integrity strategy, something upstream is failing.
I’ve said it before, and I believe this strongly: clawbacks should be a last resort. It’s not because overpayments don’t matter—they absolutely do. But the longer an error sits unresolved, the more disruptive it becomes.
When payment integrity is structured primarily around pay-and-chase, it unintentionally incentivizes delay. Findings accumulate. Lookback periods grow. Recoveries become larger and more visible. But large recoveries don’t necessarily mean strong relationships. In fact, the opposite is often true.
If we want payment integrity to strengthen provider relationships, we must start earlier.
Timing as a payment integrity strategy
In my experience, most provider friction is less about disagreement over policy and much more to do with surprise.
When a provider closes their books, allocates revenue, and then receives a recovery notice months later, even a correct finding feels disruptive. It forces reconciliation. It creates administrative burden. It strains already thin margins.
Now consider the same issue caught before payment.
If we identify an error before the funds move, the conversation changes. Instead of “You paid me, now you want it back,” the dialogue becomes, “There’s something here that doesn’t align—let’s address it before payment.”
The logic and the financial objective are the same, but the relational impact is completely different. Early intervention builds confidence. Late intervention breeds friction.
Moving left is about alignment
For years, our industry has talked about “moving left” in the claim continuum, shifting intelligence from post-payment audits into prepayment review. That phrase gets repeated often and has almost become jargon, but its relational implications are rarely discussed.
When we move payment integrity upstream, we’re changing workflow and the incentives behind it. We’re signaling that accuracy matters at the point of payment, not months later.
The content itself doesn’t fundamentally change. The content is the content, a policy requirement is still a policy requirement, a contractual term is still a contractual term—none of that changes. It’s just a matter of where we’re deploying it in the claim continuum.
Deploying that intelligence prepayment reduces administrative burden on both sides. It shortens feedback loops. It limits compounding errors. And it makes payment integrity feel less like enforcement and more like alignment. It’s something providers and payers can get behind.
Why payers hesitate before shifting to pre-pay
If moving payment integrity upstream strengthens provider relationships, then why hasn’t everyone already done it?
The hesitation is understandable.
Prepayment review requires confidence. It requires faith that the logic is mature, that the findings are defensible, and that review rates won’t spike in a way that overwhelms operations. Prepay errors are highly visible. They hit immediately. There’s less room for retrospective adjustment.
There’s also the structural reality that not every issue can be identified in a prepayment window. Some findings depend on trend analysis. Some require historical patterns to identify true outliers. Even as we push left, there will always be a role for post-payment review as a safety net.
And then there’s the economics. Historically, much of payment integrity has been funded through contingency-based post-pay recoveries. Large lookbacks generate revenue. That revenue funds teams, analytics, and ongoing development. When you move upstream and stop errors earlier, the dollars shrink. The correction happens at $1,000 instead of $100,000. From a system perspective, that’s healthier. But it does require rethinking fee models and incentive structures.
Prepayment is a comprehensive technical, operational, and financial shift. It requires leadership alignment, clinical oversight, and a willingness to trade short-term recoveries for long-term stability. That’s not a trivial decision. But for payers focused on reducing provider abrasion and increasing predictability, it’s an increasingly necessary one.
Provider contracts are where trust is won or lost
Provider contracts are complex. They’re nuanced. They’re often buried in long documents with addendums layered on top of addendums. But, as the playbook for how providers and payers work together, they’re critically important.
Provider contract reviews account for roughly 30 to 40 percent of traditional data mining findings. That’s significant.
Historically, many of these reviews happen in post-payment, where friction tends to compound. For example, if a contract term was misapplied, the payer may identify the error months later during a review and initiate a recovery. In the interim, however, the same discrepancy may have continued across additional claims, amplifying the impact by the time it is addressed.
But what if contractual alignment happened in near real time? What if claims were validated against contract terms before funds moved?
When payment matches contract at the front end, there’s no need for a disruptive correction on the back end. It’s simple. It’s honoring the agreement both parties already signed.
Payment integrity strengthens provider relationships and instills trust when it reinforces what was agreed upon, not when it retroactively corrects what slipped through.
Why provider contract reviews often stay out of scope in payment integrity strategy
Despite the benefits of provider contract reviews as part of a pre-pay payment integrity strategy, they’re often excluded because of their complex nature. Contracts often live in long PDF files, often with multiple addendums layered on top of one another. Sometimes the language is nuanced. Extracting auditable terms requires careful interpretation.
Historically, that work has been manual. Experienced auditors would read through contracts line by line, identify reimbursable terms, translate them into logic, and then test them against claims data. It was labor-intensive. And because it was labor-intensive, it was almost always deployed post-payment, if at all.
Provider contract reviews are undeniably complex. But excluding them from proactive review models doesn’t eliminate that complexity—it simply defers it. And deferral rarely makes the resulting conversations any easier.
Today, artificial intelligence (AI) can be deployed to surface provider contracts, extract relevant policy language, and flag claims for review by expert auditors. This enables payers to shift from post-payment contract reviews—or no reviews at all—to applying contract logic as soon as a claim enters the system.
When contractual alignment happens earlier in the process, enforcement feels less like a correction and more like adherence to the agreed-upon terms.
Transparency removes the black box
One of the biggest drivers of abrasion is opacity. Providers can work with rules—they have contracts, after all. But providers are understandably frustrated when they don’t understand how decisions are made, when logic feels hidden, and when findings lack clarity.
If we want to avoid repeating mistakes, we have to be able to explain them.
In my view, payment integrity should never feel like a black box. Every determination should clearly reference the policy or contract language that supports it. Every appeal should tell a coherent story.
Transparency strengthens credibility, and credibility is the foundation of durable relationships. When providers understand how decisions are made—and see that they’re applied consistently—they may not always agree. But they’re far more likely to trust the process.
The role of post-payment in payment integrity strategy
None of this means post-payment review disappears. Some errors require trend analysis. Some require history. Not everything can be caught in a narrow prepayment window. But post-pay should function as a safety net, not a revenue engine.
When post-payment recoveries fund continuous improvement, and when they help refine prepayment controls and reduce future errors, that’s healthy. When they become the primary driver of financial performance, incentives can drift.
If we’re serious about strengthening provider relationships, we have to examine those incentives honestly. Are we structuring payment integrity to correct dysfunction, or are we inadvertently sustaining it?
The technology is here to support healthy payment integrity, so it’s a matter of strategy.
This is not an arms race
First, as AI adoption accelerates on both the payer and provider sides, some frame this moment as an arms race. It’s not. Providers use technology to optimize billing. Payers use technology to validate more precisely.
The future does not have to be adversarial. The industry doesn’t want an arms race. Everyone wants better collaboration.
If providers leverage tools to bill accurately and payers leverage tools to validate consistently, both sides move closer to the same goal: payment that reflects policy and contract without unnecessary friction.
When technology is used to narrow the gap between submission and validation, the system becomes more stable. And stability strengthens relationships.
Why pre-pay payment integrity strategy matters to financial and operational leaders
For Chief Financial Officers (CFOs) and payment integrity leaders, provider relationships have tangible impacts. They influence network stability, negotiation leverage, appeal volumes, administrative cost, member access, and ultimately brand reputation.
A payment integrity strategy anchored in recovery creates volatility. Large, late corrections disrupt forecasts and strain the partnerships that health plans rely on. A strategy anchored in accuracy creates predictability. Smaller, earlier corrections reduce noise in the system.
Predictability builds confidence. Confidence builds trust. And trust—while intangible—is often the most valuable asset in complex healthcare ecosystems.
Strong payment integrity starts with accuracy
Payment integrity strengthens provider relationships by committing to accuracy at the point of payment, aligning to contracts and policies consistently, eliminating unnecessary surprise, and by being transparent about logic.
In my view, that’s the evolution our industry needs.
When payment integrity is proactive, clear, and contract-aligned, it doesn’t weaken provider relationships. It strengthens them because it signals respect for the agreement, respect for the workflow, and respect for the partnership itself.
To see how Machinify’s advanced AI technology and human expertise can help you to shift left in your payment integrity workflows and strengthen your relationships with providers, contact us.
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