Claims Calls Are Not Just Longer Benefits Calls
Most health plan call centers build their new-hire training around the calls that happen most often: benefits questions, coverage lookups, pharmacy cost checks. Those calls are short and repeat in predictable patterns, so a rep gets fast at them just by seeing enough of them.
Claims denial and billing dispute calls break that pattern completely. A member calling about a denied claim or a bill they didn't expect isn't asking a question with a lookup answer.
They're often confused about why something wasn't covered, sometimes angry, and sometimes genuinely worried about a bill they can't afford. The call takes longer because the rep actually has to investigate: pull up the claim, read the denial code, check whether it was a coding issue, a network issue, or a benefit exclusion, and then explain that finding to someone who is not in the mood for jargon.
This is a different training problem, not a harder version of the same one. A rep who's great at reciting plan benefits can still fall apart on a claims call, because the skill being tested isn't recall. It's investigation and composure at once, under time pressure, with a person on the other end who has real money on the line.
And the call volume behind this problem is growing, not shrinking. In Experian Health's 2025 State of Claims survey, 54% of providers said claim denials are increasing, and 41% said at least one in ten claims gets denied. Every one of those denials is a phone call waiting to happen on the health plan side.
The Skill Combination that Actually Matters
Three things have to happen at the same time on a good claims call, and training programs tend to build for only one of them.
Problem-solving. The rep has to work through claim codes, denial reasons, and system history the way a diagnostician works through symptoms. Was it a prior authorization gap, an out-of-network provider the member didn't know was out-of-network, or a coding error on the provider's end? Getting this wrong doesn't just delay resolution, it can send the member down the wrong appeal path.
Empathy under pressure. The member is often stressed, and sometimes that stress comes out as frustration directed at the rep. A rep who gets defensive, rushes the explanation, or reads the denial reason in raw system language ("this was processed per the plan's exclusion criteria under section 4.2") loses the member's trust even if the underlying answer was correct.
First-call resolution. Claims calls are exactly the calls where kicking the member to a callback or a different department does the most damage. A member who has to call back three times about the same denied claim is a member who escalates, complains, or leaves the plan at renewal. FCR on claims calls isn't a nice-to-have metric, it's the difference between a resolved member and an angry one who calls again next week.
J.D. Power's 2025 U.S. Commercial Member Health Plan Study found that about a third of members had to call two or more times to resolve an insurance problem, and even then 45% said the issue was still unresolved. That's the gap FCR-focused claims training is meant to close.
Most training programs pick one of these to emphasize and treat the other two as incidental. Policy-knowledge training builds problem-solving without empathy. Generic soft-skills modules build empathy without claim-code fluency. Neither one, on its own, produces a rep who can hold a real claims call.
Why Generic Empathy Training Misses the Point
A lot of customer service training treats empathy as a standalone skill: use the person's name, acknowledge their frustration, apologize for the inconvenience. That works fine for a shipping delay. It falls short on a claims call, because the substance of the explanation is the hard part, not just the tone.
Telling a member "I understand this is frustrating" doesn't help if the rep then can't explain, in plain language, why the claim was denied or why the bill includes an out-of-network surcharge. The empathy and the accuracy are tangled together. A rep who explains a denial clearly and correctly, without jargon, is being more empathetic than one who says the right soft-skills phrases and then gives a confusing or wrong answer.
That's the gap generic empathy training leaves. It coaches tone in isolation from content, when the content is usually the source of the member's distress in the first place.
How AI Roleplay Training Closes that Gap
The way to build this skill combination is to practice the actual call, not a simplified version of it. That means training scenarios modeled on real claim denial and billing dispute conversation types (a prior authorization denial, an out-of-network billing surprise, a coding error that inflated a member's bill), built generically from the patterns these calls follow, not from any one member's real account.
Outdoo AI's AI roleplay agents can be built from real conversation patterns and playbooks, so a claims scenario reflects how these calls actually unfold rather than a scripted version written by someone who's never worked the phones. Reps practice against a distressed caller persona and get scored on the full combination: did they identify the right denial reason, explain it in plain language, stay calm without getting defensive, and move toward resolution instead of a transfer or callback.
That scoring matters more than the roleplay itself. A scorecard that only checks accuracy passes a rep who's technically correct but cold. One that only checks empathy passes a rep who's warm but wrong.
Outdoo AI's roleplay scoring evaluates both against the same rubric, closer to how a real supervisor listening to the call would judge it.
There's also the system-navigation piece, which claims calls make unavoidable. A rep isn't just talking through a denial, they're pulling up claim history, checking codes, sometimes filing an appeal, while the member is still on the line. Practicing the conversation without the system work leaves a real gap, since the two happen at once on the actual call.
The Wrinkle Worth Training for: It's Rarely Just One Caller
Here's an honest complication a lot of training programs skip. A claims call often isn't a clean one-on-one conversation. A spouse or family member is on the line too, sometimes talking over the member. Or partway through, the member asks for a supervisor, and the rep has to handle that without it reading as a brush-off.
These aren't edge cases. Anyone who has worked a claims queue knows this is close to the norm for calls that run long. A rep trained only on single-voice scenarios can get thrown by the moment a second voice joins in, and that's exactly the moment composure matters most.
Multi-persona practice, where more than one voice is part of the same roleplay scenario, is worth building into claims training specifically for this reason. It's a smaller piece of the overall training plan than the core denial-explanation work, but it's the difference between a rep who's only ever practiced the tidy version of the call and one who's ready for the actual one. How to Create Multi-Persona AI Roleplays for Buying Committees shows how a second voice gets built into the same scenario rather than bolted on as a separate exercise.
How distressed that caller sounds is also something a training team can dial in deliberately rather than leaving to chance. Insurance-specific persona tuning, from mildly confused to openly frustrated, is covered in How to Create Different AI Roleplay Difficulty Levels for Insurance Agents, which lets a program ramp reps from an easier version of a denial call to the harder one instead of throwing the worst-case scenario at someone on day one.
Our Take
Training programs tend to default to picking one of the three skills above, usually accuracy or empathy, and hope the third one comes with time on the job. In our experience it doesn't reliably.
The reps who actually get good at claims calls are the ones who've rehearsed the messy version of the call: an interruption, a second voice joining in, an investigation that takes a wrong turn before it takes the right one. A clean, scripted practice run doesn't build that, no matter how many times it's repeated.
Claims Calls Versus Benefits and Enrollment Calls
| Benefits / enrollment calls | Claims and billing dispute calls | |
|---|---|---|
| Typical call length | Short, minutes | Long, can run well past a routine call |
| Emotional intensity | Usually low | Often high, real financial stakes |
| Core skill tested | Accuracy, speed | Problem-solving, empathy, first-call resolution |
| System work required | Look up a benefit | Investigate claim codes, denial history, possibly file an appeal |
| Training approach that works | Repetition, scenario variety | Realistic distressed-caller practice, combined scoring |
Building This into a Broader Training Program
Claims and billing dispute training shouldn't sit off on its own. It's one scenario type in a member services program that also covers enrollment, general benefits, pharmacy questions, and in-call system workflows. What makes claims calls worth calling out separately is that they're the calls most likely to hurt retention: a member who feels unheard on a denial call, or who calls back twice for the same issue, is more likely to leave at renewal.
For a broader view of AI tools in insurance customer service, see Outdoo AI's roundup of AI tools for insurance companies and the related piece on AI claims adjuster roleplay training, which covers the adjacent adjuster-side use case. See how this looks built around your own claims and billing dispute scenarios with a demo.
Frequently Asked Questions
.svg)
Benefits calls are mostly lookups: the rep finds the information and relays it. Claims calls require investigation (denial codes, claim history, network status) plus explaining a confusing outcome to a member who may be upset or under financial stress. That combination takes more realistic practice to get right.
At minimum, three things together: whether the rep identified the correct denial reason, whether they explained it in plain language, and whether they kept the member calm and moved toward resolution rather than a transfer or callback. Scoring only one of these produces reps who are technically correct but cold, or warm but inaccurate.
Yes, more than on most other call types. A member who has to call back about the same denied claim is more likely to escalate or complain, and repeat calls on the same issue are a common driver of dissatisfaction heading into renewal season.
A distressed caller persona is built to escalate, interrupt, or push back the way a real upset member does, rather than following a polite scripted exchange. It also introduces the realistic wrinkles, like a second family member joining the call or a request for a supervisor, that a scripted roleplay usually skips.
Yes. Outdoo AI builds AI roleplay scenarios from a team's own claim denial and billing dispute patterns, scores empathy, accuracy, and system navigation on one rubric, and supports the distributed, multi-site training setups common at health plans and their BPO partners.
Table of Contents
Talk to Sales
Have questions about training and enablement for your sales, CS, support, or leadership team? Let's talk.
Talk to Sales
