We build 13-week rolling cash forecasts that isolate provider-level collections, payer lag by mix, and denial drag so medical groups can fund provider expansion and working capital swings without running blind.
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We build 13-week rolling cash forecasts that isolate provider-level collections, payer lag by mix, and denial drag so medical groups can fund provider expansion and working capital swings without running blind.
Primary care groups add providers to capture volume, but collections lag by 60 to 90 days and vary wildly by payer mix. Most groups forecast cash from trailing revenue, missing the fact that Medicaid remits slower than commercial, denials spike without warning, and overhead grows faster than receipts. By the time the bank account signals trouble, payroll or a lease payment is already at risk. Without forward-looking visibility into payer-specific collection timing and denial impact, decisions about hiring, equipment, or location expansion get made on outdated assumptions.
13-week rolling cash forecast isolating collections by payer class (Medicaid, Medicare, commercial) and denial lag
Provider-level collection velocity dashboard showing days to receipt by payer mix per provider
Weekly cash position report with scenario modeling for provider hires, equipment purchases, and payer mix shifts
Denial rate impact model translating denial percentage moves into cash drag and recovery timelines
Payer remittance aging by contract, tracking lag against forecast assumptions and adjusting forward visibility
Working capital covenant compliance tracker tied to line of credit terms and quarterly true-ups
Buyers in the 3 to 5x EBITDA range for primary care groups expect clean working capital and predictable cash conversion. Groups that demonstrate rolling cash forecasts, payer-specific collection discipline, and managed denial rates signal operational maturity and reduce buyer perceived risk. Active cash management proves the group can fund growth internally and weather payer mix shifts, supporting valuation at the higher end of the range.
active cash management for medical groups and primary care is the intersection page. Read the full medical groups and primary care advisory angle, the general active cash management overview, or run the Value Creation Assessment to see where your practice stands.
We segment collections by payer class and build historical remittance curves for each, then apply those lag profiles to forward revenue by provider and payer mix. This produces a 13-week forecast that shows exactly when Medicaid dollars land versus commercial, so you can plan payroll and capital draws around actual receipt timing, not accrual revenue.
We track denial rate by payer and translate percentage moves into cash drag within the forecast period. If denials spike 2 percent, we model the delayed cash hit and recovery timeline, then adjust the 13-week outlook so you see the impact before it shows up in the bank account. This allows proactive appeals or staffing adjustments instead of reactive scrambling.
We model the collection lag for new providers, factoring in credentialing delays, payer enrollment timelines, and ramp to full panel. The forecast shows the cash gap between when you start paying the provider and when their collections begin flowing, so you can secure a line of credit, adjust hiring pace, or stage equipment purchases around actual liquidity, not hoped-for revenue.
We need aging detail by payer, denial and adjustment codes by month, and remittance dates tied to date of service. If your billing system exports claims-level data with payer identifiers and post dates, we can build highly accurate payer-specific lag curves. If reporting is limited, we start with summary aging and refine as we integrate operational data over the first 90 days.
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See advisory angleThe Keystone Value Creation Assessment™ audits your last 12 to 36 months and gives you a written summary whether you engage us or not. If there is not a clear opportunity to create value, we will tell you directly.