Field notes on AI agents and Agent Skills at work: in medical practices, legal teams and deal teams, and from the people who build them.
Healthcare
Independent specialty practices collect roughly 60 cents on every gross dollar billed because revenue leaks at four sequential checkpoints — eligibility, prior authorization, documentation, and denial recovery. Automating all four with agent skills closes the loop, and the 2026 industry benchmarks now make the financial case decisive.
Debby Wang
Healthcare
Independent practice staff still lose 13 hours per physician per week to prior authorization, and 90% of practices say the burden got worse this year. Agent skills automate the full PA workflow from three trigger sources — EHR, inbox, and ambient encounter — while keeping a clinician in the loop on every submission. Here is how the mechanism works under the new CMS rules, and why \\\"clean prior auth\\\" is the part most vendors skip.
Debby Wang
Healthcare
Physicians spend 13 hours a week on prior authorization. 67% of denials are never appealed. Every solution the industry has shipped — outsourced PA, CoverMyMeds, payer portals, AI auto-fill, the new wave of agentic PA startups — was built for the payer, not the independent practice. The first round of CMS-mandated public data confirms what staff schedules have shown for years: this is working exactly how it was designed. It just wasn't designed for us.
Sachin Gangupantula
Healthcare
The eight production-ready agent skills with the highest measurable impact on medical billing teams in 2026 — from eligibility verification to prescription refills — and the four governance guardrails that keep them safe from AI hallucinations.
Debby Wang
Healthcare
Manual eligibility verification consumes 90+ minutes per doctor per day and sets up a 10-week denial cascade that drains $50,000–$80,000 per provider per year. Automating this single workflow is the highest-leverage move an independent specialty practice can make — here's the math, the mechanism, and the schedule shift that turns defense into offense.
Debby Wang
Healthcare
Clinical AI gets the magazine covers. Meanwhile, the administrative layer that decides whether an independent practice survives runs on fax machines, twelve browser tabs, and staff on payer hold lines. The headlines and the outcomes have drifted apart — and the joke that practice managers tell is starting to look like a strategy.
Debby Wang
Healthcare
Healthcare software is famously sales-led — book a demo, sit through three calls, wait weeks before anyone in the practice has touched the product. Agentman runs a different play: sign up, connect, and run your first eligibility check in five minutes, with no sales call required.
Debby Wang
Healthcare
A physician I know recently said this out loud, to no one in particular, after a long day: I don't want another peer-to-peer call with insurance to justify my care. That sentence is the single most common feeling in American medicine right now — and it's not burnout. It's architecture. This is what the wheel costs, and why agentic systems are the first off-ramp in thirty years.
Sachin Gangupantula
Healthcare
Independent practices receive 80-90 voicemails and 100-120 faxes every day. Buried somewhere in that stack is a hospital discharge notification that triggers a higher-reimbursement follow-up visit — but only if staff catch it within 48 hours. Most don't.
Kofi Agyare-Kwabi
Healthcare
Ambient AI captures the clinical encounter; agentic AI acts on it. The integration between them — the baton pass — is where 13 hours of staff time per physician per week is lost, and where the next wave of healthcare automation is being built.
Kofi Agyare-Kwabi
Healthcare
For every dollar billed to insurance, independent practices collect only 60 cents — and they may wait 10 weeks to collect it. Understanding the two-bucket problem is the first step to fixing the math.
Kofi Agyare-Kwabi
Platform
The Intelligence Architect codifies domain expertise into structured AI skills that compound with every use. This emerging role is reshaping knowledge work — here's the framework and how to become one.
Agentman Academy
We have run agents in production for 24 months. Tell us what you are trying to automate and we will tell you plainly whether agents help.