Develop Health vs Mandolin (2026)

An embedded athenaOne integration runs inside the prescribing workflow, and Develop Health connects to Epic and Cerner instances, which take about six weeks to set up. It submits to payers and PBMs, reaches prescribers by email, SMS, fax or Direct messaging, and can transfer a prescription to the chosen pharmacy by NCPDP ID.

Sourcedevelophealth.ai/providerread 2026-09-29

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

The prior authorization lifecycle branches by state. Review can be delegated or non-delegated, and requests for more information go back to the provider. Outcome validation can send a PA back to follow up, outreach retries and escalates across channels, and a denial is analyzed with an optional appeal. The API exposes all of these as states and events.

Sourcedocs.develophealth.ai/api-reference/prior-authorization/response-handlingread 2026-09-29

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

Work starts from an API request, from the prescribing workflow inside the EHR, or from a partner pharmacy's claim reject. The system then acts on its own. It follows up with payers, schedules outreach retries until the outreach window closes and monitors coverage across the care journey.

Sourcedevelophealth.ai/providerread 2026-09-29

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

The agent reads the payer's rules and requirements for the drug and plan, discovers the right form, and fills each answer from the chart notes and evidence files with a citation to where it came from and a confidence score. Where the chart holds no answer, it leaves the question unanswered and routes it to the office.

Sourcedevelophealth.ai/clearparead 2026-09-29

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

Each prior authorization carries its own evidence, and Develop Health names no memory that carries across them. With ClearPA, Develop Health says AI models never train on patients' data.

Sourcedevelophealth.ai/clearparead 2026-09-29

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

In the non-delegated model a PA stops at awaiting_review until the customer's authorized reviewer checks the prefilled answers and evidence, edits them and approves submission. Pharmacies choose whether the provider or a pharmacist signs off, and appeals are surfaced for review before they are sent. A delegated model without review before submission is also offered.

Sourcedocs.develophealth.ai/api-reference/prior-authorization/overviewread 2026-09-29

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

The company states it is HIPAA compliant and holds current SOC 2 Type 2 and HITRUST certifications. Each PA opens only with its own passkey. An organization administrator issues API tokens under user administration, and credentials are scoped per organization. Develop Health names no SSO, roles or permission model. It also runs a Vanta trust center.

Sourcedevelophealth.ai/clearparead 2026-09-29

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

Each PA exposes an activity log of faxes, calls and follow ups with payers alongside its lifecycle state. Provider outreach events carry the exact rendered message and files sent, checksummed and immutable once sent, with sent, delivered, opened and completed timestamps. Answers carry source citations and confidence scores.

Sourcedocs.develophealth.ai/api-reference/provider-outreach-webhooksread 2026-09-29

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

No hosting region is published, and Develop Health names no region choice, customer environment or on premises option. Separate sandbox and production organizations let customers test against the API.

Sourcedocs.develophealth.ai/introductionread 2026-09-29

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

Benefit verification, prior authorization and PA status checks are separate API products. Prior authorization processing runs eligibility and benefit verification itself, so the three work as stages of one medication access workflow, not as products that stand alone. Develop Health publishes no templates or agent library.

Sourcedocs.develophealth.ai/introductionread 2026-09-29

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

An LLM ensemble reads the chart, and Develop Health names no model provider, model name or way for the customer to choose a model.

Sourcedevelophealth.ai/life-sciencesread 2026-09-29

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

A public REST API with bearer tokens covers benefit verification, prior authorization (create, retrieve, cancel, feedback), PA status checks and provider authorization, with OpenAPI specs, signed webhooks, rate limits, a changelog and a sandbox with mock results. Programmatic access is enabled per organization.

Sourcedocs.develophealth.ai/introductionread 2026-09-29

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

The sandbox's mock results test the caller's integration, and the feedback endpoint sends notes to Develop Health's analytics without evaluating the agent. Develop Health names no evaluation harness, test set or quality gate for the agent's answers.

Sourcedocs.develophealth.ai/api-reference/prior-authorization/post_feedbackread 2026-09-29

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 agent works through EHR integration, electronic submission, fax, phone and messaging channels. Develop Health names no browser, desktop or computer control. A customer testimonial mentions portal work but names no mechanism.

Sourcedevelophealth.ai/providerread 2026-09-29

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