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Top AI Claims Vendor Questions: What to Ask Before Buying

When evaluating AI claims automation, the most critical AI claims vendor questions focus on decision-making boundaries, audit trails, and pricing structures. Buyers must ask exactly which decisions the AI makes independently versus which require human-in-the-loop review. Clear answers protect your revenue cycle management and ensure compliance.

By Noah LuciaDaybook Health6 min readUpdated October 12, 2026
Top AI Claims Vendor Questions: What to Ask Before Buying
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NoteEditorial Disclaimer: This article is for informational purposes regarding software evaluation and does not constitute legal, compliance, or clinical advice.

Who makes the final decision on a claim?

The first step in claims automation due diligence is defining which decisions the software makes on its own and which it routes to a person. In claims work, the critical decisions include whether a service was medically necessary, whether to appeal a denial, and what posts to the ledger. A vendor should explicitly list these out.

Buyers should be wary of software that independently makes decisions that a payer or auditor will ultimately hold the buyer responsible for. The ideal state is human in the loop claims processing, where the software handles the volume, but professionals make the final call.

Daybook Health operates on this exact model: agents do the heavy lifting, while the partner's team makes the decisions. This means who makes each decision on a TPA's claims remains with examiners and clinicians. For dental or medical billing companies, billers make every call on appeals, write-offs, and posting.

What exactly does the audit trail record?

A reliable audit trail must record what the software did, what it found, when it happened, and whether a person or the software took the action. Buyers should test this practically by picking a single claim and asking to see its history.

A standard-setting audit trail details the request sent to the payer, the returned answer, the claim note, and the specific reason a remit line was held. A poor audit trail merely shows a status change with no supporting data.

Daybook Health records two layers of audit data. First, the payer's answer, a drafted appeal that a person files, the balanced remit, and the hold reasons are written directly back to the partner's own system. Second, the security framework logs every system sign-in and user modification across isolated, customer-specific databases.

Where is the human work done, and by whom?

Many platforms feature "AI" on their sales deck but rely on offshore teams to manually process exceptions. During healthcare AI vendor evaluation, buyers must ask if any work, including quality review or data entry, is performed offshore.

It is also critical to ask if subcontractors are used and whether they have signed a Business Associate Agreement (BAA). You must know exactly who at the vendor is accountable for where the human work behind claims software is done.

Daybook Health's site states that nothing is offshored and a small senior team in the United States makes every decision on its side (Daybook Health). Daybook utilizes two named domestic hosting providers, maintaining signed BAAs with both.

Does the AI medical billing vendor compete with you?

A major risk in RCM vendor selection is handing your client book to a software provider that also sells competing billing services. If a vendor connects to your practice management system while offering its own billing solutions, it becomes a direct competitor.

Buyers must ask plainly: Does the vendor run, or intend to run, an operation that competes for the buyer's clients? Get the answer in writing and verify it against their public services pages.

Daybook Health does not operate a billing company and does not compete with its RCM partners. It explicitly sells to billing companies, software vendors, DSOs, TPAs, and benefit advisors. Practices seeking end-to-end RCM are referred directly to Daybook's partner network.

How does the pricing respond to volume changes?

Software pricing models dictate your profit margins as your business scales. A flat subscription does not adapt when you lose a client or pause a workflow. A seat license forces you to pay for headcount rather than actual work output.

A usage-based price is the most equitable, scaling exactly with the work performed. Buyers should ask which specific units are counted, what the upfront implementation costs are, and if untouched claims are billed.

Daybook Health utilizes strict usage-based pricing with no subscriptions, no seat licenses, and no implementation fees. It bills per payer enrollment, status check, matched remit, and adjudicated claim, never charging for a claim it did not process.

What does the software do when it is unsure?

AI in revenue cycle management encounters genuine ambiguities daily: a vague payer status, an unmatched remit line, or a partially met authorization criteria. Guessing in these scenarios causes compliance risks and revenue leakage.

The software must be programmed to halt, flag the item, state the reason for uncertainty, and route it to the appropriate human decision-maker. Ask the vendor to demonstrate exactly how the system handles a known, ambiguous claim.

When Daybook Health's software encounters an anomaly, it stops. A remit line with a downgrade is held for the posting lead with a clear reason attached. A claim the payer did not answer is flagged directly for the biller. Prepared authorization requests go to the clinician with cited criteria for a final determination.

Will the software work inside existing RCM systems?

Billing companies and TPAs rarely have the luxury of changing their underlying claims or practice management systems. A software tool must operate alongside the infrastructure your clients already use.

Ask the vendor for a concrete list of systems it currently reads from and writes to. Be cautious of vague claims like "we integrate with everything," which usually means custom, expensive development is required.

Daybook Health plugs directly into existing RCM workflows so nothing about the core billing process changes. For dental billing teams, it writes back directly to Open Dental, Dentrix, Eaglesoft, Curve, Denticon, Sensei, and tab32.

What security certifications are required?

Inquire about which third-party security certifications or audit reports the vendor holds today. A vendor answering with frameworks they are merely "aligned with" is deflecting the question.

Review the vendor's security page for concrete facts: data encryption, customer data separation, access control, and BAA status. Do not accept promises of future compliance in place of current security postures.

Daybook Health states plainly that it does not currently hold a third-party security certification or audit report. However, it enforces HTTPS on all connections, isolates each customer in a separate database, uses named accounts with no shared logins, and signs BAAs with hosting providers and customers before processing protected health information (PHI).

Vendor Comparison: Traditional vs. Agentic RCM

FeatureTraditional VendorAgentic RCM (e.g. Daybook Health)
Decision MakingSoftware auto-resolves ambiguous claims.Software flags ambiguities for human-in-the-loop review.
Pricing ModelSeat licenses or flat monthly subscriptions.Pure usage-based (per transaction/claim touched).
System IntegrationRequires migrating to the vendor's dashboard.Writes data directly back into existing PM/claims systems.
Competitor RiskOften offers direct billing services to practices.Strictly serves RCMs/TPAs; refers practices to partners.

Frequently asked questions

What is the most important question to ask an AI medical billing vendor?
The most critical question is asking exactly which decisions the software makes independently versus which it routes to a human. Ensuring a human-in-the-loop process prevents costly automated errors and compliance violations.
How should AI claims software handle ambiguous payer responses?
If a payer response is vague or a remit line does not match, the software should immediately halt. It should flag the item, document the reason for the hold, and route it to a human biller or clinician for manual review.
Do AI claims vendors compete with billing companies?
Some vendors do offer direct billing services, creating a conflict of interest when you connect your client data to their system. Always ask for a written guarantee that the vendor will not solicit or compete for your existing RCM clients. ---
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