What Does a Forward-Deployed Engineer Do During Onboarding?
A forward-deployed engineer is a vendor-provided software developer embedded directly into a customer's operation during onboarding. In healthcare, they map existing claims workflows, execute claims system integration, and customize software to match internal processes. This hands-on approach ensures seamless healthcare AI implementation while keeping the partner's team in control of all final decisions.
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NoteDisclaimer: This content is for informational purposes regarding software implementation and healthcare revenue cycle management. It does not constitute clinical or legal compliance advice.
What is a forward-deployed engineer?
A forward-deployed engineer is a software developer who works inside the customer's operation rather than at the vendor's headquarters. They work closely with the customer's team, accessing their systems and studying their workflows. Crucially, they possess the authority to modify the vendor's core product to fit the client's specific environment.
This role differs significantly from standard IT onboarding positions. While traditional setup guides force the customer to adapt to the software, a forward-deployed engineer adapts the software to the customer.
| Role | Primary Function | Can Modify Core Code? | Timing of Involvement |
|---|---|---|---|
| Implementation Consultant | Configures existing product settings | No | Onboarding |
| Support Engineer | Troubleshoots and fixes broken features | No | Post-launch |
| Forward-Deployed Engineer | Builds custom integrations and modifies product | Yes | Onboarding & ongoing |
Because no two healthcare operations are identical, this role is critical in claims work. A Third-Party Administrator (TPA) uses unique plan documents and specific claims systems. The engineer analyzes these operations up close and rewrites software parameters when the out-of-the-box solution falls short.
Why does claims automation onboarding require an embedded engineer?
Claims automation onboarding needs a dedicated engineer because a generic setup guide cannot account for a customer's unique payer mix and system architecture. The automation only becomes useful once it understands the specific practice management system in use and how clearinghouse data moves in and out.
A standard setup guide puts the burden of discovery on the customer. In contrast, white-glove onboarding involves the engineer discovering these facts alongside the customer to build an exact fit.
At Daybook Health, we start this engagement in three specific steps: map one workflow, find where it breaks, and build the fix with the TPA's team (Daybook Health, 2026). The engineer actively leads all three of these steps on-site.
What are the first steps of TPA software implementation?
The engineer begins by mapping a single workflow with the staff members who actively execute it. This involves documenting the process exactly as it happens on the floor, which often differs from the official training manual.
By starting small, the engineer produces a visible result quickly. For a TPA, this might involve mapping a TPA's pend queue before the agents touch it. They trace where a pend originates, what documents it waits on, and who releases the final claim.
This initial map dictates how the software will function. It establishes clear boundaries outlining exactly what Daybook's agents will automate and which complex decisions will remain with a human reviewer.
How does a forward-deployed engineer handle claims system integration?
The engineer connects Daybook's agents to the systems the partner already runs. This allows the AI agents to read necessary data and write results directly back to the partner's existing records.
The specific systems depend entirely on the partner's infrastructure. For billing companies, this means integrating with practice management software. Daybook actively writes back to Open Dental, Dentrix, Eaglesoft, Curve, Denticon, Sensei, and tab32 (Daybook Health, 2026). The engineer also checks which payer enrollments are active and tracks down missing Electronic Remittance Advice (ERA) connections.
The golden rule of claims system integration is that the partner's system remains the ultimate system of record. The engineer ensures the AI's work lands cleanly as notes, statuses, and matched remits without requiring the partner to adopt a new platform.
How do engineers balance AI agents and human decision-makers?
The engineer does not decide what gets automated; the partner makes that call, and the engineer configures the software to match. During workflow mapping, the partner designates which repetitive tasks are handed off and which high-level decisions stay on their desk.
Daybook's AI agents handle volume tasks: they ask payers for status, chase documents, balance remits, and prepare authorization requests. However, human staff make the final calls. Examiners and clinicians make every decision on a TPA's claims, while billers finalize appeals and posting (Daybook Health, 2026).
The engineer programs these specific "holds" into the software to determine what the agents do on their own and what they hold for a person. For example, a remit line with a downgrade will be held for the posting lead, and a drafted appeal will wait for a biller's approval. The engineer ensures the software never bypasses these human checkpoints.
What happens during the initial runs of an RCM software onboarding?
During the first live runs, the engineer works alongside the partner's team to monitor the AI agents' output. They sit with billers to review the first automated claim status checks and verify balanced remits with the posting lead.
If the agent's action does not perfectly match what the human team would have done, the engineer immediately updates the code. The primary goal of these initial runs is to identify process gaps while a Daybook developer is present to close them.
The engineer also verifies the audit trail. Every action taken by the AI is logged, ensuring the partner's team can clearly distinguish an agent's note from a human's note. The partner must be able to see exactly why a claim was held, and the engineer verifies this visibility.
What does the engineer NOT do?
A forward-deployed engineer does not make claims decisions, alter plan administration, or act as an outsourced workforce. Daybook Health does not operate as a billing company and will not compete with its RCM partners.
The engineer's sole responsibility is building the technical bridge between Daybook's software and the partner's workflow. Once that bridge is built, an engineer who works with the partner's own team remains assigned to that specific account.
Because the role is dedicated, the partner always has a named contact rather than a generic support queue. When a payer changes its portal behavior or a practice management system updates, the same engineer who built the integration is there to adjust it.
How much does white-glove onboarding cost with an engineer?
White-glove onboarding is fully included in Daybook Health's standard partnerships. There is no separate implementation fee required before the work begins.
Daybook operates on a usage-based pricing model without flat subscriptions or per-seat licenses. Partners are billed exclusively per payer enrollment, claim status check, matched remit, and adjudicated claim.
Most importantly, partners are never billed for a claim that Daybook did not successfully process. Details are customized per firm and outlined directly at daybookhealthcare.com/pricing.
Frequently asked questions
What systems can a forward-deployed engineer connect to?
Does an embedded engineer change our existing billing processes?
How do we know what the AI agent did versus what our staff did?
Bring us one
workflow that breaks
Book a 20-minute chat. Bring one workflow that breaks today, and we will go through it step by step with whoever runs claims.
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