RCM & Prior Auth AI
D

DayDream

AI billing and revenue cycle management for dental practices, combining automation with in house billing staff. Connects directly to practice management systems including Open Dental, automating insurance verification with full benefit breakdowns, clean claim submission with attachments, payment posting within 24 hours, denial appeals using payer specific templates, and accounts receivable follow up tracking claims aging past 30, 60, and 90 days. The distinctive capability is an AI voice agent that calls payers directly when a resubmitted claim shows no update, navigating the phone tree and updating claim status automatically, the same payer facing pattern Prosper AI applies on the medical side. The vendor reports maintaining current contract data across more than 50 major payers, enabling automated eligibility without manual contract uploads. Founded 2023 by Shreyas Parab and Anton Lin; seed stage with AI Grant among investors.

Last VerifiedJuly 8, 2026
Founded
2023
Headquarters
San Francisco, California
Categories
rcm-and-prior-auth
Indexed Products
DayDream RCM, AI Voice Agent
Buyer Segments
Independent Practice, Medical Group
Assessment

Capability Axes

AI Capability
AI Centrality
B
Vendor Published

Real automation across verification, claim submission, posting, and appeals, with a genuinely AI native capability in the voice agent that calls payers and navigates phone trees. Held back from A because the offering pairs the software with in house billing staff, so what a practice buys is a managed billing service accelerated by AI rather than software alone.

Autonomy and Oversight Model
Not rated
Model and Technology Transparency
Not rated
Clinical and Operational Evidence
C
Third Party Estimated

Early stage with limited external validation. Founded 2023, roughly nineteen employees, seed funded. Capability claims including current contract data across more than 50 payers and 24 hour payment posting are vendor stated, with no customer counts, named references, or measured outcomes retrieved.

AI Safety and PHI Stewardship
Not rated
Regulatory and Compliance
HIPAA and BAA Posture
Not rated
Security Certifications and Trust Center
Not rated
FDA and Regulatory Status
Not rated
AI Governance and Bias Disclosure
Not rated
Integration and Deployment
EHR and Interoperability Depth
Not rated
Deployment Model and Data Residency
Not rated
Commercial
Commercial Transparency
C
Third Party Estimated

Partially disclosed and internally inconsistent, which is worth flagging rather than smoothing over. A vendor blog cites $400 to $600 per month with transparent pricing and zero per claim fees, while a third party comparison describes a hybrid flat fee plus performance model with no published rates. Publishing a figure is better than silence, but two different structures in circulation means a buyer cannot rely on either without confirmation.

Setting and Specialty Coverage
A
Vendor Published

Narrow and clearly stated: dental practices, groups, and DSOs, with practice management integration centered on Open Dental. Dental revenue cycle is a genuinely distinct problem from medical, and confining scope to it is the right call.

Commercial

Pricing

Vendor-published figures are labeled as such. Figures labeled “Estimated” are derived from third-party sources and have not been confirmed by the vendor.

Entry Price Pricing Basis BAA Tier Implementation Source
Estimated $400 to $600 per month (sources conflict)
$400 baseline
Monthly subscription, or hybrid flat fee plus performance, depending on source Third Party Estimated

ESTIMATED and inconsistent across sources. A vendor blog cites $400 to $600 per month with transparent pricing and zero per claim fees, while a third party comparison describes a hybrid flat fee plus performance model with no published rates. The two structures are not equivalent and the discrepancy is unresolved; treat the figure as requiring confirmation at purchase.

AI Health Index

An independent reference for evaluating AI vendors in healthcare. No vendor pays for inclusion, placement, or rating.

Index Status
Last index update
July 19, 2026
The AI Health Index is an editorial reference, not a regulatory body. Vendor data is verified against published sources and public regulatory filings. Figures labeled “Estimated” have not been confirmed by the vendor. See the Methodology page for evaluation standards and limitations.
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