Project ideas from Hacker News discussions.

"Not Medically Necessary": Helping America's Health Insurers Deny Coverage

📝 Discussion Summary (Click to expand)

3 Prevalent Themes in the Discussion

Theme Core Idea Supporting Quote
1️⃣ Complex “medical‑necessity” approvals Providers must fight algorithm‑driven denials, often with non‑clinicians making the final call, leading to extra work for clinicians and delayed care. “The algorithm cannot say no, however. If it finds problems, it sends the request for review to a team of in‑house nurses and doctors… Only doctors can issue a final denial.”vanc_cefepime
2️⃣ Insurers practicing medicine Third‑party reviewers who lack the required credentials are effectively making clinical decisions, which many argue should be subject to professional accountability. “When you deem something not medically necessary they are (in my opinion) effectively practicing medicine… we should really be getting malpractice suits on them and stripping medical licenses.”zardo
3️⃣ Sky‑high costs & profit incentives The system spends more per‑capita than any other nation while delivering middling outcomes, driven by profit‑seeking Medicare Advantage plans and administrative waste. “We spend more in tax dollars on it than any other country total, and then add on the private spending on top. We do the worst of both worlds.”ceejayoz

Summary: The conversation centers on how opaque, profit‑driven approval processes force clinicians to battle non‑clinical reviewers, how those reviewers are effectively practicing medicine, and how the United States’ health‑care financing structure inflates costs without improving outcomes. Fixing these three interlinked problems is seen as essential for a more functional system.


🚀 Project Ideas

Generating project ideas…

Peer‑to‑Peer Appeal Marketplace

Summary

  • Connects clinicians who receive denials with specialty‑qualified peer reviewers for rapid, trusted appeals. - Lowers administrative burden and speeds up patient access to covered care.

Details

Key Value
Target Audience Individual physicians, group practices, independent clinics
Core Feature Secure matchmaking & scheduling with board‑certified peers, integrated with EMR
Tech Stack Django + GraphQL, Twilio for messaging, FHIR for data exchange
Difficulty Medium
Monetization Revenue-ready: per‑case fee + monthly platform subscription

Notes

  • “I start by asking for their credentials and field of specialty and demand a peer of my field to do the denying” – this marketplace institutionalizes that demand.

Insurance Claim Compliance Tracker#Summary

  • Aggregates insurer denial patterns, fine histories, and violation reports to expose systemic abuse.
  • Generates actionable alerts for regulators, advocacy groups, and legal teams.

Details

Key Value
Target Audience Health‑policy NGOs, state insurance commissioners, legal counsel
Core Feature Real‑time violation monitoring with risk‑scoring dashboard
Tech Stack Python backend, Elasticsearch, PostgreSQL, Grafana visualizations
Difficulty Medium-High
Monetization Revenue-ready: SaaS licensing per agency contract

Notes

  • Commenters call out “fines should be increased to actually represent a threat” – this tool quantifies those threats and makes them public.

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