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 medical practices lose over $50,000 annually to unsorted faxes, voicemails, and unworked messages. An AI inbox triage agent can cut processing time from 120 minutes to 15 minutes per day and recover revenue hiding in the blind inbox.
Sachin Gangupantula
Healthcare
Every healthcare AI startup building prior auth automation assumes payers have APIs. They don't — an estimated 30–40% of payer portal interactions lack clean API access. Cloud-only platforms can automate 60–70% of the revenue cycle. Medman's screen agent technology closes the rest.
Kofi Agyare-Kwabi
Healthcare
The healthcare AI market has poured billions into large health systems while leaving ~190,000 small practices to drown in the same administrative complexity — prior authorizations, claim denials, payer variability — without the resources to fight back. The $5B RCM opportunity for independent clinics remains largely unaddressed.
Kofi Agyare-Kwabi
Healthcare
The U.S. healthcare industry spends $43 billion annually on eligibility and benefit verification — the most expensive administrative workflow in medical practice operations. Most of this work is still performed manually, with front-desk staff logging into 12 separate payer portals per session. A single-agent automation approach can eliminate portal logins entirely while improving verification accuracy.
Sachin Gangupantula
Healthcare
New survey data from 120 health systems reveals that three-quarters have deployed at least one AI solution, with multi-solution adoption growing 67% year-over-year. But the real story is in the categories where demand is massive and implementation is still low — exactly where agentic healthcare platforms are positioned to win.
Prasad Thammineni
Healthcare
Independent medical practices face a five-front squeeze — collapsing reimbursement, crushing administrative burden, AI-powered claim denials, staff burnout, and technology that solves one problem while worsening four others. Agentic AI gives independent practices the first tool capable of fighting back on every front simultaneously.
Sachin Gangupantula
Healthcare
Agent skills create a compounding network effect in healthcare AI. When one clinic teaches an agent how to handle Blue Shield GLP-1 prior authorizations, every similar clinic on the platform inherits that knowledge. The more clinics that deploy, the smarter every agent gets.
Debby Wang
Healthcare
Valley Diabetes & Obesity deployed Agentman's healthcare agent skills and achieved 90% automation of eligibility and inbox workflows, reduced denials by 65%, and projected $107K–$149K in annual savings per physician — all within 12 weeks.
Sachin Gangupantula
Healthcare
Healthcare teams waste hours on prior authorizations, clinical notes, and compliance checks. AI skills encode your protocols, payer rules, and documentation standards so every task meets your organization's quality bar.
Agentman Academy
Agent Skills
Sales teams lose deals because qualification is inconsistent, outreach is generic, and tribal knowledge disappears with turnover. AI skills encode your top rep's playbook so every rep sells like your best.
Agentman Academy
Agent Skills
Marketing teams struggle with brand consistency across channels and team members. AI skills encode your brand voice, campaign frameworks, and content standards so every piece of content sounds like it came from your best writer.
Agentman Academy
Agent Skills
Everything you need to know about AI skills — what they are, how they work, and why they're replacing ad-hoc prompting across enterprises.
Agentman Academy
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