Accelerator / Veyra

Veyra

Fraud, waste, abuse, and claims leakage intelligence for payer operations.

Payment integrity and fraud intelligence
Detect billing anomalies, provider risk, claims leakage, and program-integrity signals with explainable AI built for healthcare payer workflows.

Pain

The operating drag.

Payment integrity teams are buried in claim volume, brittle rules, and cases that arrive too late to protect margin. The highest-risk patterns often sit across claims, providers, policy, and member context.

Promise

The workflow shift.

Veyra prioritizes the cases worth human attention, explains why they matter, and keeps the evidence trail clean enough for downstream action.

Proof

Reusable pattern, enterprise controls.

Built from payer fraud, waste, abuse, and claims review patterns already appearing across ArqAI healthcare work, with governance-first review loops and auditable recommendations.

30%+

More high-value cases surfaced

Target outcome calibrated against your workflow data, volume, controls, and reviewer feedback.

2x

Faster review triage

Target outcome calibrated against your workflow data, volume, controls, and reviewer feedback.

100%

Decision evidence captured

Target outcome calibrated against your workflow data, volume, controls, and reviewer feedback.

Acceleration pattern

Reusable core, tuned around your operating reality.

Each accelerator ships with a proven workflow spine, then bends around the data sources, controls, reviewers, and edge cases that make your environment different.

  • Core workflow
  • Local data
  • Controls
  • Rollout
Rollout

From fit check to first operating queue.

Accelerators move fastest when the first release is narrow, measurable, and connected to the people who own the work.

STEP 01

Load a sample claims and provider-history slice.

STEP 02

Calibrate risk signals against known leakage and investigation outcomes.

STEP 03

Deploy a reviewer workbench with explanations, evidence, and routing.

STEP 04

Expand from sampled review to active queue prioritization.

Fit signals

When Veyra is worth a closer look.

  • Rules generate too many low-value flags
  • SIU and claims review teams need better prioritization
  • Provider risk context is scattered across systems
  • Leadership wants payment integrity value without a black box

Start with accelerator fit, not a generic demo.

Bring us the workflow, the data sources, and the operating metric. We will show where Veyrahelps, what must be customized, and what should stay human-led.

Get Started