
Claim Risk Profile
Which claims contain the strongest risk indicators and what evidence contributed to them?

Medicare claims environments contain enormous amounts of information across claims, providers, beneficiaries, payments, eligibility, authorizations, and supporting systems. The challenge is bringing the right information and context together at the moment a claim, provider, or payment needs to be investigated.
Latttice works across the technology and data estate you already run and enables teams to create governed, reusable data products for claims oversight, payment integrity, program integrity, investigation, and AI — without replacing the systems underneath them.
Latttice sits across the existing claims, provider, payment, and governance estate and lets the teams closest to the decision create governed data products that bring together the information needed to review claims, examine provider activity, validate payments, and prioritize cases for investigator attention.
Bring together the information needed to understand claims that contain unusual, inconsistent, or higher-risk indicators.
Identify paid claims and payment patterns that may warrant validation, review, or potential recovery investigation.
Understand provider-linked claim activity and identify patterns that warrant closer examination.
Bring eligibility, authorization, and claims context together so investigators can identify inconsistencies without manually navigating multiple systems.
Prioritize claims, providers, and payment patterns for investigator review using governed data products.
Keep definitions, ownership, lineage, access controls, policy, and evidence attached to the information used by people and AI.

Which claims contain the strongest risk indicators and what evidence contributed to them?

Which providers are associated with unusual or higher-risk claim patterns?

Which paid claims or payment patterns may require review, validation, or recovery investigation?

Where do claim patterns indicate potential duplicate billing, upcoding, or excessive units?

Which claims contain inconsistencies between eligibility, authorization, and billed services?

What patterns are emerging across claims, providers, payments, and populations that warrant investigation?
We don't replace your claims, payment, provider, governance, or data platforms. We complete them. Latttice works across the systems and information already supporting Medicare claims oversight and turns that fragmented information into governed data products people and AI can use with confidence.

The Medicare Intelligence Claims Fraud Agent demonstrates what becomes possible when AI can reason across trusted, governed claim risk data products. It surfaces risk indicators, explains what contributed to them, and helps prioritize items for review — while every determination stays with the authorized person. It is one demonstration within a wider Medicare data product solution, not the solution itself.
AI supports the investigation. Authorized people make the decision.
Which claim, provider, or payment pattern may warrant attention?
What do governed claims, provider, payment, eligibility, and authorization data tell us?
Why has the item been prioritized and what evidence or patterns contributed?
What additional review, validation, or investigation should be considered?
An authorized investigator or claims professional reviews the evidence, applies professional judgment, and determines what happens next.
Which claims require investigation first?
Why was this claim identified as higher risk?
Which paid claims may contain payment integrity issues?
Which providers are associated with unusual claim patterns?
Which claims appear inconsistent with authorization or eligibility information?
Where should investigator attention be prioritized?
Governed, reusable claims, provider, payment, eligibility, and authorization information created from existing systems.
Definitions, ownership, lineage, policy, program rules, access controls, and evidence.
LattticeGPT and Lenz can reason across trusted information and approved knowledge rather than disconnected raw data.
Faster access to evidence, more consistent investigation, and better-informed claims and program-integrity decisions.
Latttice enables AI to retrieve and reason over governed data products while keeping the underlying evidence available to the authorized person reviewing the result. Risk indicators are not fraud determinations.
No claim should be automatically denied, referred, recovered, or otherwise actioned simply because an AI model or agent identifies a risk indicator. Claims professionals, investigators, and authorized program personnel remain responsible for decisions.
Human-in-the-loop · No autonomous claims action · Evidence available behind every recommendation.
No. Latttice creates governed data products and risk indicators that help investigators prioritize review. It does not make fraud determinations. Authorized people review the evidence and decide what happens next.
Claims, provider, beneficiary eligibility and enrollment, payment, authorization, policy, and case information from the systems a payer or program already runs. Each data product carries its definitions, ownership, lineage, and access controls.
No. There is no rip and replace. Latttice connects to claims platforms, data warehouses, lakehouses, and cloud platforms already in place and publishes trusted data products across them.
Access controls, policy, ownership, and evidence stay attached to each data product, so the same governance applies whether information is used by a person, an analytics tool, or an AI agent.
Start with one decision, such as claim prioritization or payment integrity review. Latttice creates the supporting data products from existing systems, then the same foundation supports adjacent decisions.
Tell us the Medicare claims, payment integrity, or program integrity decision you need to improve.
See Your Medicare Use CaseExplore the Medicare Intelligence Claims Fraud Agent as a decision-support demonstration.
Try the AgentStart a Latttice trial and connect your existing Medicare systems to governed data products.
Start a Latttice TrialBring us a business challenge, decision or data product idea. We'll show how Latttice can bring it to life using realistic synthetic data, without requiring access to your private data.
No sales pitch. Just a tailored demonstration for your scenario.
Trusted data for people and AI
Give claims, payment integrity and program integrity teams governed claims, provider, payment and authorization context at the point of decision — without replacing the systems underneath it.
Start a Latttice TrialShare where you are, what's blocking progress, and how trusted data products could help. We'll connect you with the right person on the Latttice team.