Also an important US healthcare access tool:
Fight Health Insurance is a generative AI tool to help you fight your health insurance denial. Just take a picture of your denial and it wil
Listen: GENERATIVE AI SUCKS, OBVIOUSLY
But the insurance companies are using AI to instantly deny you care and write your denial letters
Sometimes fighting fire with fire works - especially when it's you, your time, and your budget, vs. the unbelievable amounts of money, time, staff, and lawyers that insurance companies have
Anyway it's free for everyone permanently and the source code (? is that still the term with AI??) is available for anyone to fork on Github
Fight Health Insurance uses AI to help you draft health insurance appeal letters. Our AI is a tool to assist you — it is not a replacement for professional medical or legal advice. You should always review and customize any generated appeal before submitting it.
When you submit a denial or chat with our system, we use fine-tuned medical language models (like MedGemma) to draft an appeal letter tailored to your situation. We run multiple AI models in parallel. Our system also searches PubMed for relevant medical literature to strengthen your appeal with citations.
We generate synthetic training examples from publicly available state appeal decisions from California, and other states, and use those examples to fine-tune our models. These public decisions describe the diagnosis, treatment, denial reason, and outcome of real appeals, but contain no private patient information. No real patient appeal letters are used in training.
We fine-tune using LoRA (Low-Rank Adaptation), an efficient technique that adapts a small fraction of model parameters while preserving the base model's "knowledge." After fine-tuning, we quantize the models to reduce their size and power consumption while maintaining quality. In general generating an appeal uses less power than playing a video game on a modern PC.
We update which base models we use as better open language models become available.
For more details on how we handle your data, see our Terms of Service. You can also request deletion of your data at any time.
We care about the environmental impact of running AI. A few things we do:
Low-power inference: Our models are quantized so they run on a single GPU, consuming a fraction of the energy that large cloud-hosted models require.
Solar powered when possible: During the day, our inference servers run on solar power. We aim to shift compute to daylight hours when solar generation is available.
Efficient serving: We use vLLM, a high-throughput inference engine that maximizes the work done per watt.
I haven't done a lot of research on them, but I've been following them since they publicly launched, and everything I've seen so far has sounded legit. Allegedly they've generated over 10,000 health insurance appeals
I also like them because of their motto (which you can see in the above screenshot):
Make your health insurance company cry too
germansingergirl
blakekathryn
snowghoul
jacobvanloon
theartofmadeline
gummygunk
dailybridgerton
vaporwave
