Prasad Thammineni and Sachin Gangupantula of Agentman (Chain of Agents) featured on the Bridging Healthcare Gaps podcast hosted by Tyler Lo.

Bridging Healthcare Gaps (YouTube): Why Agentic Healthcare Matters — Real-World Use Cases, Risks, and Opportunities

Agentman's Prasad Thammineni and Sachin Gangupantula joined Tyler Lo on the Bridging Healthcare Gaps podcast to explain why agentic AI matters for independent specialty practices — from eligibility verification that protects $50K–$80K per physician per year to the agent-skills flywheel, plus the governance and risk questions that come with clinical AI.

Debby WangNewsroom
15 min read

Bridging Healthcare Gaps (YouTube): Why Agentic Healthcare Matters — Real-World Use Cases, Risks, and Opportunities

Key Facts

  • A single eligibility agent saves an independent practice an estimated $50,000–$80,000 per physician per year in prevented downstream denials (Sachin Gangupantula, VP Agentic Healthcare, Chain of Agents, 2026).
  • Manual eligibility checking consumes up to 90 minutes per physician per day; Agentman's eligibility agent compresses this to under 10 minutes after the first run (Agentman live deployment data, 2026).
  • Agentman's agent automated roughly 90% of the highest-volume payers at its primary live deployment, Valley Diabetes & Obesity (Agentman, 2026).
  • Agentman prices its eligibility agent at $150 per physician per month — under $1,800 per year against $50,000–$80,000 in protected revenue (Agentman, 2026).
  • A single-physician practice receives an estimated 80–90 voicemails and 100–120 faxes per day, the workload Agentman's eight-agent back-office suite is built to triage (Sachin Gangupantula, Chain of Agents, 2026).

An eligibility verification agent saves an independent specialty practice an estimated $50,000–$80,000 per physician each year by confirming insurance before the visit, preventing the denials that occur when ineligible patients are seen. Agentman's agent, live at Valley Diabetes & Obesity, cuts eligibility-check time from up to 90 minutes a day to under 10.

On the record: This article draws on a conversation with Agentman's Prasad Thammineni (Founder & CEO) and Sachin Gangupantula (VP Agentic Healthcare) on Bridging Healthcare Gaps, hosted by Tyler Lo. The full episode — "Why Agentic Healthcare Matters: Real-World Use Cases, Risks, and Opportunities" — is well worth a listen. Our thanks to Tyler Lo and the Bridging Healthcare Gaps team for the conversation.

Table of Contents

What does an eligibility verification agent actually do?

An eligibility verification agent automatically confirms a patient's insurance coverage, plan status, and assigned provider before the appointment, then flags any patient whose coverage is invalid or expired. It connects directly to the practice management system and runs checks days in advance instead of the night before.

The agent does the work a dedicated front-office staffer would otherwise do all day. At many independent practices, one full-time employee is assigned almost entirely to eligibility checks and prior authorizations — a role that can cost $40,000–$50,000 in annual salary. The agent absorbs that repetitive verification load so staff time shifts to patient-facing work.

The constraint: not every payer supports programmatic verification. At Agentman's primary live deployment, a small number of local payers could not be checked automatically, but the agent still covered roughly 90% of the practice's highest-volume insurers.

"Instead of manually checking eligibility for every patient — spending anywhere from 90 minutes to two hours — now my staff spends less than 10 minutes. The automation rate pretty much covered 90% of all my insurances."

— Sachin Gangupantula, VP Agentic Healthcare at Chain of Agents (practicing clinician, Valley Diabetes & Obesity)

How much money does eligibility verification protect?

Eligibility verification protects an estimated $50,000–$80,000 per physician per year by preventing denials that occur when a practice treats a patient whose insurance is invalid or who is ineligible for that visit. In US healthcare, care is delivered first and payment arrives weeks later, so a missed eligibility check becomes an unrecoverable loss.

This is the structural problem the agent solves. A practice delivers care, supplies devices and medications, and then waits four to ten weeks for payment — with no guarantee the claim is honored. If a patient's coverage was never valid, the practice has already absorbed the cost of the visit and the slot.

Front-end verification is the highest-leverage point to intervene because practices collect only about 60 cents on every dollar billed. Confirming that a patient is covered, and that planned procedures are authorized, is how a practice collects more of the dollar it bills rather than writing it off downstream.

How much time does an eligibility verification agent save?

The agent reduces eligibility-check time from up to 90 minutes per physician per day to under 10 minutes after the first run — a reduction of roughly 89%. On a weekly basis, that frees a minimum of eight hours of productive staff time at a single-physician practice.

The time savings compound into scheduling gains. Because manual checking is slow, most practices verify coverage only once, the day before a visit. The agent makes it practical to check five days ahead and re-check, which changes what a practice can do with the result.

Eligibility verification taskManual processWith Agentman's agent
Daily check time per physicianUp to 90 minutesUnder 10 minutes
When checks happenUsually once, day beforeMultiple times, up to 5 days ahead
Payer coverage (high-volume)Staff-dependent~90% automated
Weekly staff time recoveredBaseline8+ hours

Running checks days in advance turns verification into a scheduling tool. When the agent surfaces three patients with invalid coverage five days out, the practice can call them, fix the issue, or fill the slot from the waitlist — protecting both the revenue and the physician's calendar.

Why does eligibility verification matter more than billing?

Eligibility verification matters more than back-end billing because it prevents losses at the front door rather than chasing them after care is delivered. A denial fought weeks later is expensive and often unrecoverable; a coverage problem caught five days early is simply fixed.

This front-loading is the core of Agentman's product sequencing. The company deployed the eligibility agent first — ahead of inbox triage, prior authorization, and denial management — precisely because it determines whether a practice gets paid at all.

"If you think about it, US healthcare is the only industry where you take care of the patient during the visit, follow through, get them all the devices, medications, prior authorizations — with nothing upfront — and you wait four to six weeks to get paid, and that too it's possible you may be denied."

— Sachin Gangupantula, VP Agentic Healthcare at Chain of Agents

The eligibility agent is the wedge in a broader eight-agent back-office suite. Agentman's roadmap extends to a universal inbox agent that triages the 80–90 voicemails and 100–120 faxes a single-physician practice receives daily, plus prior authorization, denial management, referral management, and patient intake agents.

How much does an eligibility verification agent cost?

Agentman prices its eligibility agent at $150 per physician per month, or about $1,800 per year — against an estimated $50,000–$80,000 in protected revenue per physician. A usage-based option exists at roughly the same effective rate for a practice seeing about 30 patients a day.

The pricing is deliberately set well below the value created. The unit economics make the gap clear: an automated eligibility check runs around $0.50, versus a $6.72 industry benchmark for verification labor (CAQH ProView benchmark). Agentman passes falling AI model costs through to practices rather than pricing against the savings.

Pricing modelRateBest for
Per-physician subscription$150 / physician / monthPractices wanting predictable monthly cost
Usage-based~$150-equivalent at ~30 patients/dayPractices with seasonal patient volume

The constraint: pricing for later agents in the suite, such as the inbox triage agent, is still being established through early-customer testing. Eligibility is the one agent with three months of live pricing validation behind it.

How fast can a practice see results?

A practice can run its first eligibility check within five minutes of signing up and connecting its practice management system, and can see measurable time savings within the first hour. Agentman is built as a self-serve, consumer-style product rather than a sales-led healthcare enterprise rollout.

This speed is the deliberate counter to healthcare software's typical friction. Most clinical software requires booking a demo, sitting through a sales call, and enduring a weeks-long evaluation before a practice ever touches the product. Agentman lets a front-office staffer sign up, connect the system, and get a verified result without a sales conversation.

"You can actually go on the website, click a button and sign up, connect to your practice management system, and get your first outcome in five minutes."

— Prasad Thammineni, Founder & CEO, Chain of Agents

The constraint: agents requiring clinical training — such as the prior authorization agent — take longer to configure for a new procedure or payer. But as Agentman codifies each workflow into a reusable agent skill, each additional practice in a specialty configures faster than the last.

What else can an agentic back office automate?

Beyond eligibility, an agentic back office automates the inbox, prior authorization, denial management, referrals, and patient intake — the full set of administrative workflows that pull staff away from patient care. Agentman's stated goal is to automate the entire back office for an independent practice, with eligibility as the first of roughly eight agents.

The volume problem these agents address is severe. A single-physician practice receives an estimated 80–90 voicemails and 100–120 faxes every day, and missed messages directly affect both revenue and patient care. A universal inbox agent triages this flood, surfaces what is urgent, and routes the rest — so staff stop sorting paper and start answering patients.

One workflow shows why inbox triage protects revenue, not just time: transition care management. When a hospital discharges a patient, it faxes the primary physician, who must follow up within two days to bill for the higher-reimbursement visit. A buried fax means a missed window.

"An average practice with one doctor — can you believe it? — we get around 80 to 90 voicemails every day, around 100 to 120 faxes every day. So my lifeline is really tied to my phone and my fax."

— Sachin Gangupantula, VP Agentic Healthcare at Chain of Agents (practicing clinician, Valley Diabetes & Obesity)

The agents share a governance layer. Every agent operates inside provider-defined guardrails: clinically significant actions require physician approval, while purely operational tasks — like optimizing a schedule within set rules — can run autonomously. State-level rules, such as California's requirement to disclose AI interactions, are built into how each agent runs.

The constraint: not every agent ships at once. As of early 2026, the eligibility agent is live, the universal inbox agent is in testing, and prior authorization, denial management, referral, and patient intake agents follow on the roadmap. Pricing for the agents still in testing is being set with early customers.

Why do reusable agent skills compound over time?

Reusable agent skills compound because each practice's codified workflow becomes a starting point for the next, so the eleventh endocrinology practice configures in an hour what took the first one weeks. A skill is a set of plain-English instructions describing how a human performs a process — like assembling a prior authorization for a GLP-1 drug — that an agent loads on demand.

This is the flywheel behind Agentman's defensibility. The first practice in a specialty builds skills from scratch; the second personalizes existing ones; after roughly ten similar practices, the next takes a skill off the shelf and succeeds about 90% of the time without customization. Every practice makes the shared library better.

Skills also act as a transportable intelligence layer between payers and providers. When a payer changes a reimbursement guideline, an updated skill can flag the change at claim time — preventing the underpayment that happens when a practice files against an outdated rule it never saw in an email.

"There are probably less than half a percent of the startups out there, even the well-funded ones, that have a practitioner on board driving the roadmap."

— Prasad Thammineni, Founder & CEO, Chain of Agents

The constraint: the flywheel only turns within a specialty. Skills built for endocrinology prior authorizations do not transfer wholesale to wound care or vein care, so each specialty Agentman enters begins its own skill-accumulation curve — though the platform and governance scaffolding carry over.

Agentman's eligibility agent sits at the front of the revenue cycle management (RCM) workflow for independent specialty medical practices. It is the wedge product in MedMan, Agentman's healthcare suite, and runs live today at Valley Diabetes & Obesity, with Rosen Vein Care and Heritage Wound Care representing the vein care and wound care specialties Agentman serves. The agent displaces manual verification benchmarked against CAQH ProView and feeds directly into prior authorization and denial management — the downstream agents that protect the remaining dollars in each claim.

Frequently Asked Questions

What is an eligibility verification agent?

An eligibility verification agent is software that automatically confirms a patient's insurance coverage, plan status, and provider assignment before an appointment. It connects to a practice's management system, checks coverage days in advance, and flags patients whose insurance is invalid so staff can resolve the issue before the visit.

How much does eligibility verification automation save a medical practice?

An eligibility agent saves an independent practice an estimated $50,000–$80,000 per physician per year by preventing denials from ineligible visits, plus eight or more hours of staff time per week. Agentman reports these figures from live deployment at a specialty practice over a three-month period.

How long does it take to set up an eligibility verification agent?

A practice can sign up, connect its practice management system, and run its first eligibility check in about five minutes, with measurable time savings in the first hour. Agents that require clinical training, such as prior authorization, take longer to configure for specific procedures and payers.

Does an eligibility verification agent work with every insurance payer?

No. Some local or smaller payers do not support programmatic eligibility checks. In Agentman's live deployment, the agent automated roughly 90% of the practice's highest-volume payers, with the remainder still requiring manual verification.

How is Agentman's eligibility verification agent priced?

Agentman prices its eligibility agent at $150 per physician per month, or about $1,800 per year. A usage-based option is also available at roughly the same effective rate for a practice seeing about 30 patients per day.

What other administrative work can an agentic back office automate?

Beyond eligibility, an agentic back office automates inbox and fax triage, prior authorization, denial management, referrals, and patient intake. A single-physician practice receives an estimated 80–90 voicemails and 100–120 faxes daily, and a universal inbox agent triages this volume so staff can prioritize urgent items like hospital discharge notices.

What is an agent skill in healthcare automation?

An agent skill is a set of plain-English instructions describing how a human performs a workflow — such as assembling a prior authorization for a specific drug — that an agent loads on demand. Skills are reusable across similar practices, so each new practice in a specialty configures faster than the last.

Key Takeaways

  • An eligibility agent protects an estimated $50,000–$80,000 per physician per year by stopping denials at the front door instead of fighting them weeks later.
  • It cuts daily eligibility-check time from up to 90 minutes to under 10, recovering 8+ hours of staff time weekly.
  • Checking coverage days in advance turns verification into a scheduling tool that protects both revenue and physician calendar slots.
  • At $150 per physician per month, the agent costs under $1,800 per year against tens of thousands in protected revenue.
  • Eligibility is the wedge in Agentman's broader eight-agent back-office suite for independent specialty practices.

Next step: If you run an independent specialty practice, the fastest way to see the impact is to run a single eligibility check on your own schedule. Connect your practice management system and get your first verified result in five minutes — no sales call required.

Listen to the Full Conversation

This piece is based on a conversation with Agentman's Prasad Thammineni (Founder & CEO) and Sachin Gangupantula (VP Agentic Healthcare) on Bridging Healthcare Gaps, the podcast hosted by Tyler Lo that brings together innovators, thought leaders, and practitioners working to close gaps in healthcare. In the episode, Tyler, Prasad, and Sachin go deep on why eligibility verification is the foundation of practice survival, how an agentic back office handles the daily flood of faxes and voicemails, the governance and FDA questions around clinical AI, and where agent skills take independent practices next. Watch the full episode here. With thanks to Tyler Lo for hosting the conversation.


Last updated: May 22, 2026. This article is reviewed quarterly. Source interview: Bridging Healthcare Gaps, "Why Agentic Healthcare Matters: Real-World Use Cases, Risks, and Opportunities," hosted by Tyler Lo. Watch at https://www.youtube.com/watch?v=MiPerKU7NVY.

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