Denial prevention

Experience in the system, not in heads

Hiring more people doesn't help if the know-how stays with a few of them. Let your denials teach the system, approve what it learns, and every new claim benefits.

sehaXG Content Team2 November 2026 4 min read

Every revenue team has someone who just knows. One insurer wants the OCT report with every eye injection. Another needs the approval number on the claim, not only on its portal. A new hire learns these the hard way: from denials, a month after the claim went out.

01 / THE PROBLEM

More people isn't the same as more experience

When a team is short-handed, the usual answer is to hire. But a new biller doesn't know what your senior biller knows, and a checklist in a spreadsheet is out of date soon after it is written. Senior staff end up checking junior work, and the mistakes still reach the insurer.

The fix is to keep the know-how where the work happens: in the checks every claim goes through before it is sent.

02 / STEP 1

Your denials already know the rule

When the same payer denies the same service for the same reason several times in a week, that is a lesson, not bad luck. Revenue intelligence watches for it. Here, Pearl Health denied four eye injections in seven days with one reason code: the OCT report wasn't attached. BHD 1,620 is at stake, and every new injection claim to Pearl is likely to be denied the same way.

sehaXG issue: 4 claims denied by Pearl Health for service 67028 with reason PRL-IMG-12 between 26 Oct and 1 Nov, BHD 1,620 denied, the earliest appeal date 27 Dec, and a proposed checklist rule to review. — The issue: 4 claims denied by Pearl Health with the same reason in 7 days, BHD 1,620 at stake, and the evidence behind the count. A checklist rule is waiting for review.

03 / STEP 2

A rule in plain words, approved by a person

From those denials, the system proposes a checklist rule in plain language: attach an OCT report dated within 30 days of the injection. It shows why, which claims it applies to, and the count before it takes effect. Nothing changes until a manager reviews the scope and approves it.

sehaXG proposed checklist rule: attach an OCT report dated within 30 days of the injection, because Pearl Health denied 4 claims with reason PRL-IMG-12, applying to 67028 claims, with the 4 earlier denials frozen as the baseline. — The proposed rule: what to attach and why, for Pearl Health's injection claims. The 4 denials before it are frozen as the baseline.

04 / STEP 3

The next claim gets it right

Once a rule is approved, it appears on every matching claim before it is submitted, with the reason and who approved it. Below is the same lesson learned from another payer, Coral Care, a month earlier. A biller who started yesterday sees exactly what your most experienced colleague would have told them.

sehaXG Before you submit panel on a BHD 405 injection claim to Coral Care: the check 'Attach the OCT report of the visit', learned from 4 claims denied with CRL-IMG-07 and approved by Sara Al-Hamad on 28 Sep. — Before you submit, on the next injection claim: “Attach the OCT report of the visit”, learned from Coral Care's denials and approved by the revenue manager.

05 / STEP 4

Then check that it worked

A rule is only as good as its results. Each one counts the denials with its reason before and after it took effect. On Coral Care, a month after approval, it reads 4 → 0. If the denials keep coming, the rule is revised, not trusted blindly.

sehaXG issue next step: checklist rule approved, 4 → 0 claims with this reason since 28 Sep. — Coral Care's rule a month on: 4 claims denied with this reason before it, none since.

06 / STEP 5

The same idea, before the approval request

Prior authorization works the same way. Before a request goes to the insurer, it is checked for what that payer would send back: a missing document, a drug without its strength. Here a BHD 1,215 course of injections can't be sent until both are fixed, and the prescription to attach is already offered.

sehaXG Before you submit panel on a BHD 1,215 aflibercept prior authorization to Pearl Health: 2 things to fix, no document attached (with the prescription of 31 Oct offered) and the medication strength missing. — Before you submit, on a prior authorization: 2 things to fix, and the prescription of 31 Oct ready to attach.

07 / WHY IT'S DIFFERENT

Your rules, from your denials

Generic claim scrubbers check against generic rules. These checks come from your payers, your services and your own denials, in words your team can read, and each one has a person who approved it. That is how a new hire gets to work like an experienced one.

THE NEXT STEP

Make every denial teach you once

A denial you learn from once is a cost. A denial you keep receiving is a habit. Pick your most frequent denial reason this month, write down the rule that would have prevented it, and watch the count.