How to Evaluate Revenue Cycle Gaps: Executive Guide to Vendor Selection
- Adi Tantravahi
- 4 days ago
- 6 min read
Revenue cycle leaders are not struggling to identify problems. Most can list their top pain points without hesitation, the challenge is knowing what hurts doesn't tell you what to fix first, how to fix it, or whether the fix will actually work
Too often, the path from problem to solution skips the middle steps. Solutions are evaluated before problems are fully scoped and feature comparisons replace strategic thinking. As a result, organizations invest in tools that technically work but fail to deliver sustained operational or financial impact because the foundation was never built.
This guide outlines a practical four-step process for moving from known pain points to confident vendor decisions:
Audit and structure your problem space to create a clear view of where friction exists across the revenue cycle.
Prioritize initiatives based on impact, feasibility, and organizational capacity.
Evaluate solution approaches and vendors against objective outcomes, not feature lists.
Implement with accountability, using OKRs to ensure adoption and measurable improvement.
Each step can stand alone, but the strongest outcomes come from working through them in sequence.

Step 1: Structuring the Problem Space
Most revenue cycle leaders already know where friction exists. What's usually missing is a shared, system-level understanding of how those problems interact, who they affect, and where breakdowns compound across workflows.
This step is not about discovering problems for the first time. It is about conducting a disciplined internal audit that converts individual pain points into a structured view of the system, one that supports clear prioritization and objective vendor evaluation.
When problems remain loosely defined, they compete for attention and are difficult to solve. When they are structured, they become opportunities that can be compared, sequenced, and addressed deliberately.
Building Your Decision Matrix
The output here is a clear inventory of your top revenue cycle problems in a consistent, comparable way. For each problem, document:
Financial impact: Annual benefit from revenue recovery, cost avoidance, and labor savings
Operational efficiency: Staff hours saved, cycle time reduction, throughput increase
Data readiness: Availability, quality, and structure of required data
Technical feasibility: Integration complexity and implementation lift relative to current systems
Stakeholder alignment: Executive, clinical, and operational buy-in
Compliance & risk: Regulatory exposure, risk mitigation value, or quality impact
This matrix does not require perfection. Ranges and assumptions are acceptable. What matters is that each problem is described using the same lenses, allowing you to see patterns and tradeoffs across the system.

What This Reveals
Once structured, problems that previously felt equally urgent begin to differentiate themselves. You will see:
Which issues create outsized downstream impact relative to effort
Which problems are tightly coupled to data or EHR workflows
Where the same constraint appears repeatedly across functions
Which pain points are symptoms vs. root causes
At the end of this step, your goal is simple: a list of your top 8–10 revenue cycle problems, that reflects how your system actually operates. The format matters less than the consistency, this can be a spreadsheet, a slide deck, or a working session with your team. What matters is having a shared foundation for the decisions that follow.
Step 2: Prioritizing Revenue Cycle Initiative
With a structured view of your problem space, the next question becomes: Which of these should we realistically take on now? Attempting to solve everything at once dilutes resources and delays results. Now aim to narrow your list to the 3–5 initiatives your organization is best positioned to execute over the next 6–12 months.
Scoring for Priority
Each problem in your matrix should be scored across a consistent set of dimensions.
Here is a typical scoring breakdown:
Financial impact: 30%
Operational efficiency: 20%
Data readiness: 15%
Technical feasibility: 15%
Stakeholder alignment: 10%
Risk and compliance considerations: 10%
Scoring forces tradeoffs into the open. Problems that feel important but lack data readiness or organizational capacity will surface differently than those that are ready for execution.

Balancing Your Portfolio
From this scoring exercise, select 3–5 initiatives that balance:
Speed to value: near-term impact that builds momentum
Foundational value: capabilities that unlock future initiatives
Strategic impact: meaningful financial or operational transformation
Different combinations produce different outcomes. A portfolio weighted toward quick wins may build credibility while a portfolio weighted toward foundational work enables scale. The right mix depends on your constraints and goals.
Sequencing and Dependencies
Before moving forward, clarify:
Which initiatives depend on shared data or infrastructure
Which compete for the same resources
Which must occur sequentially versus in parallel
This creates a short, sequenced initiative roadmap grounded in reality not aspirations.
Step 3: RCM Vendor Selection — Finding the Right Approach
At this point, you should have a short list of priority initiatives with clear success criteria and baseline metrics already established. The goal now is determining how each initiative should be solved and who is best positioned to deliver it.
Most revenue cycle initiatives fall into one of three execution models:
EHR-augmented: extending native EHR capabilities
Hybrid: EHR for core transactions with specialist vendors for advanced functions
Vendor-first: a specialized platform owning the initiative end to end

Evaluating Fit
Use the outcomes and key results defined earlier directly compare each solution and identify the top option. For example compare:
Financial viability: expected payback and benefit confidence
Speed to value: time to go-live and stabilization
Organizational fit: IT capacity, change tolerance, governance maturity
At this stage, you should be validating assumptions not discovering them as baselines, metrics, and targets should already be known.

Risk Checks Before Committing
Pressure-test vendors and solutions against a short checklist:
Are integration plans documented and owned? Is IT involved early?
Are success metrics tied to your baseline data, not benchmarks?
Is adoption explicitly addressed, not assumed? Do staff trust the solution?
Are SLAs, performance expectations, and exit terms clearly defined?
If a solution cannot withstand conservative assumptions or lacks clarity on execution, it should not advance regardless of features or demos.
As a result you are left with a clear go / no-go decision on a specific solutions, grounded in outcomes rather than optimism.
Step 4: Implementing Revenue Cycle Solutions with OKR-Based Accountability
Execution is where most initiatives succeed or fail. The most effective way to manage that risk is to anchor implementation to OKRs(objectives and key results). These align teams, vendors, and leadership around the original problem you set out to solve.
Start with OKRs
Define:
One Objective: the business outcome you are driving
3–5 Key Results: how success will be measured
Baselines should be locked before implementation begins. Key results should cover adoption, performance, financial impact, and compliance where relevant.
For example: "Reduce admin waste and increase revenue in denials using Cofactor, with targets: 44% faster appeal time, 42% overturn rate, $1.8M net revenue by Month 9, and 80% team adoption."
These OKRs become the source of truth for internal incentives and vendor accountability.
Driving Technology Adoption in Revenue Cycle Teams
Technology does not create impact, your teams do. Process owners should be involved early, frontline staff should understand how their work changes, and adoption expectations should be explicit. Sustained improvement requires that teams trust the system and see its value reflected in their daily work.
Implementation Milestones
Implementation should be gated by clear checkpoints:
Data readiness confirmed
Integration stability validated
Workflows tested and signed off
Users trained and supported
Performance tracking live against OKRs
Knowing When You’ve Succeeded
You've succeeded when financial and operational key results are achieved or trending within range, adoption is sustained, quality and compliance remain intact, and teams are confident enough to scale the model to the next initiative.
At that point, the framework repeats, faster and with fewer unknowns.
Moving Forward
Vendor selection isn't a procurement exercise. It's the final step in a process that starts with understanding your system, defining what matters, and holding execution accountable to measurable outcomes. When you do that, vendor decisions become clearer and results follow.
If you're ready to start this process or want to see whether Cofactor is the right partner for one of your initiatives, we can help. We've guided dozens of revenue cycle leaders through this framework, from problem definition through implementation and beyond. Whether that partnership makes sense depends on your specific situation, but the conversation starts with understanding where you are and what you're trying to solve.
Schedule a conversation with our team to explore how we approach complex denials, or use our ROI calculator to model what improvement could look like for your organization.