Mandolin vs SamaCare (2026)

Payers are reached through their portals, by outbound phone calls and by fax, and referral data goes into the customer's EHR. No APIs or integrations are required, and there is no connector catalogue, list of supported EHRs or way to add tools. The agents reach those systems by logging in and working their screens the way staff do, which is how one national infusion group now moves 250 documents a day into its EHR in under two hours each, against up to three days before.

Sourcemandolin.comread 2026-10-09

Authorizations are submitted to all major US payers from inside the platform. With NextGen Enterprise, an API based integration moves demographics and the clinical documents an authorization needs both ways between the EHR and SamaCare, so staff stop entering the same data twice. McKesson, Cencora and WeInfuse are named as platform partners, and an integration partner program connects EMR and revenue cycle systems.

Sourcesamacare.com/resources/samacare-announces-integration-with-nextgen-r-healthcare-connecting-its-prior-authorization-management-platform-with-nextgens-ehrread 2026-10-09

One patient moves through a chain of stages run by the agents: intake and onboarding into the EHR, a full benefits investigation, the patient's out of pocket estimate, medical policy review against the chart, prior authorization submission, then claim status checks, remit interpretation and appeals. Mandolin calls the layer underneath its Agentic Operating System and says it keeps one context across structured records, clinical notes, imaging and payer policy so each decision draws on the same picture of the patient.

Sourcemandolin.comread 2026-10-09

Each authorization runs from creation through submission to follow up. Policy intelligence surfaces the right forms, documentation and requirements before submission, intelligent alerts flag a request that is stalling, and a case that needs judgment moves from the AI to a person. Requests are created and submitted one at a time or in bulk, and the same records feed the practice's performance reports and the access insights drug brands buy.

Sourcesamacare.com/providersread 2026-10-09

Work begins as documents arrive. Referral forms, lab reports and clinical notes are read and acted on in whatever format they come, and a specialty pharmacy customer reports new prescriptions now processed in real time with no backlog. After submission, claim status is checked automatically through portal checks or payer calls, with remits interpreted as they return.

Sourcemandolin.comread 2026-10-09

SamaCare creates and submits authorizations automatically, singly or in bulk, follows up after submission and raises intelligent alerts early when a request stalls, so staff can act before the delay holds up treatment. What sets off a new authorization, such as an order arriving from the EHR, is unclear.

Sourcesamacare.com/providersread 2026-10-09

Before submitting, the agents compare each payer's medical policy requirements with the patient's chart, weaving structured records, clinical notes, imaging and medical literature into one workflow. Policy review runs case by case, without a standing payer policy library offered to customers. Mandolin's own writing on the subject, by a former infusion operations leader, recommends tracking each payer's live policy pages rather than saved PDFs, because payer policies change once or twice a year, often by tightening details such as a lab draw window.

Sourcemandolin.comread 2026-10-09

SamaCare keeps a dataset of more than 2 million medical benefit authorizations built over eight years across tens of thousands of practices, covering outcomes, payer policy changes, how policies are enforced in practice and which interventions worked. It is refined with every new request and applied before submission to surface the forms, documentation and requirements each payer expects for a given drug.

Sourcesamacare.comread 2026-10-09

Mandolin keeps a universal context across each patient's journey, so intake, benefits and authorization work draw on the same picture of the patient. There is no memory store with its own scope or lifetime beyond that, and the records the agents work from are the customer's own EHR and payer data.

Sourcemandolin.com/post/40-million-to-obliterate-specialty-drug-paperworkread 2026-10-09

The intelligence improves with every authorization processed across the network, but no memory is kept for a practice or user beyond the authorization records themselves, and a practice's requests and documents live in the platform as ordinary records.

Sourcesamacare.comread 2026-10-09

Strict safety checks with human oversight guard every action, by Mandolin's account, and customers describe staff refocused on complex cases while the agents take routine ones, as when a national infusion group moved 13 outsourced roles onto exceptions. There is no approval queue or setting that lets a clinic hold a submission before it goes out, so oversight rests on Mandolin's own checks.

Sourcemandolin.com/post/40-million-to-obliterate-specialty-drug-paperworkread 2026-10-09

Built in checkpoints make sure nothing goes out without the practice's approval, so staff stay in control of every submission. Cases the AI cannot settle escalate to a person through what SamaCare calls AI to human escalation, and its automation is built to support rather than replace human expertise, with post submission follow up handled in the same loop.

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Mandolin keeps its security documentation in a gated trust center at trust.mandolin.com, so its certifications and access controls are not visible from outside. The product site itself commits only to the agents acting in line with payer requirements and healthcare regulations.

Sourcetrust.mandolin.comread 2026-10-09

SamaCare keeps its security documentation in a gated trust center at trust.samacare.com, so its certifications and access controls are not visible from outside. The product itself is pitched on workflow and data, with no certification, sign in option or user roles in view.

Sourcetrust.samacare.comread 2026-10-09

Every action the agents take is logged and traceable, and Mandolin positions each as transparent, auditable and aligned with payer requirements and healthcare regulations. Where that log lives, what it records and whether a clinic can open and search it are unclear.

Sourcemandolin.comread 2026-10-09

Every authorization is tracked in one interface across payers, and practices see their own performance by payer, therapy and submission route against benchmarks from the wider network. Drug brands get approval and denial trends, denial reasons and time to resolution for their products by payer, plan and site of care. There is no step by step log of what the AI did on each request.

Sourcesamacare.com/providersread 2026-10-09

The service is hosted, and its agents log into the customer's existing systems from there. No hosting provider or region, region choice or option to run inside the customer's environment is named.

Sourcemandolin.comread 2026-10-09

SamaCare is a cloud platform that practices sign into at provider.samacare.com, used by tens of thousands of specialty providers. There is no region choice or option to run it in a customer environment.

Sourcesamacare.com/resources/samacare-secures-17m-series-b-investment-to-scale-specialty-drug-prior-authorization-platformread 2026-10-09

The whole specialty drug lifecycle is sold as one AI back office, with intake, benefits, cost estimates, policy review, authorization and claims as its stages. There are no separately sold agents, templates or library for a customer to pick from, so a buyer takes on the full workflow rather than a single task.

Sourcemandolin.comread 2026-10-09

Practices get one authorization system, and drug brands buy insights and sponsored support on top of the same platform. No separate agents, templates or library are offered for a customer to choose from.

Sourcesamacare.com/providersread 2026-10-09

The agents draw on the latest advances in vision, language and multimodal reasoning, according to the company, but the models themselves are undisclosed. Customers get no choice of model.

Sourcemandolin.com/post/40-million-to-obliterate-specialty-drug-paperworkread 2026-10-09

The models behind SamaCare's AI are undisclosed, and practices have no choice of model. The company puts the weight on its data instead, describing AI that turns messy payer data into guidance while keeping human expertise in the process.

Sourcesamacare.comread 2026-10-09

Mandolin is built to need no APIs or integrations on the customer's side, and it has no public API, SDK or MCP server of its own for customers or partners to build on.

Sourcemandolin.comread 2026-10-09

Technology partners can build medical benefit prior authorization into their EMR and revenue cycle products through an integration partner program, which has already produced an API based connection to NextGen Enterprise. There is no public API reference, SDK or developer site.

Sourcesamacare.com/ecosystemread 2026-10-09

Customer results carry the case for the agents, such as intake falling from 20 minutes to 3 minutes a document and a top 20 specialty pharmacy clearing a four day prescription backlog. There is no evaluation harness, test set or accuracy measure a customer can run against the agents before or after a change.

Sourcemandolin.comread 2026-10-09

The AI learns constantly from frontline prior authorization specialists, and drug brands get closed loop measurement of whether sponsored support lifts approval rates, time to resolution, patient starts and churn. There is no test set or evaluation harness a practice can use to check the AI before or after a change, so quality shows up in outcomes rather than in a test a practice runs.

Sourcesamacare.com/life-sciencesread 2026-10-09

The agents log into the clinic's EHR and payers' portals and work them like a staff member, with no API or EHR integration behind them. Mandolin describes them as software that can reason, click, call and follow up: navigating payer portals for eligibility, entering referral data into the EHR and submitting prior authorizations through portals.

Sourcemandolin.comread 2026-10-09

Submission across payers is automated, so staff stop clicking through forms and chasing payer portals, and submissions, tracking and follow up run in one place for every payer and physician administered drug. Whether those submissions travel through payer portals in a browser, electronic transactions or fax is unclear.

Sourcesamacare.com/providersread 2026-10-09