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The verification moat
What a verified appeal looks like
Anyone can generate an appeal letter. The hard part is making sure every rule it cites actually says what it claims. Raw AI invents a citation in roughly one out of four appeals. On our held-out testing, ours had 0 invented. Here is the difference, on the page.
No download here on purpose. A real appeal is built from your denial, not a generic template.
The promise sounds simple: we draft your insurance appeal and verify every citation before you file. The reason it matters takes one fact to explain. In an appeal, a single fabricated citation, a policy number that does not exist or a criterion the reviewer cannot find, can undo an otherwise strong case. So we treat citations as the thing to get right.
Why this is the whole ballgame
General-purpose AI is built to produce plausible text. Most of the time that is helpful. But "plausible" is not the same as "true," and AI tools sometimes generate a reference that reads convincingly and simply is not real. Independent reporting and testing have repeatedly documented this pattern in AI-written documents.
~1 in 4
Raw AI appeals contained at least one invented citation, on our held-out testing.
0
Invented citations in our drafts, on that same held-out testing, after verification.
These figures describe our own held-out testing of the drafting process. They are a measure of citation accuracy, not a prediction about whether any individual appeal will be approved.
What "verified" actually means
Verification is not a marketing word here; it is a step. For every claim a draft makes, we check it against its actual source before it reaches you:
- Policy language is checked against your plan's own published coverage policy, not paraphrased from memory.
- Medical facts are tied to the FDA-approved label for the drug, with its real indication and dosing.
- Your records are cited back accurately, so nothing is attributed to your file that is not in it.
The rule we hold ourselves to: no source we cannot show you, and no citation we have not checked.
A look at the sample
Below is an illustrative example of how a verified appeal is structured. It is a sample built from real source types, not a real patient's letter, and it shows the spine of a grounded appeal: a specific argument, anchored to sources that each carry a verified stamp.
Internal appeal: GLP-1 coverage denial
- Your plan's coverage policyThe specific published policy your insurer applied to your medicationVerified
- FDA labelThe prescribing information for your drug, with its approved indication and dosingVerified
- Your recordsYour diagnosis, history, and prior therapies, cited back accuratelyVerified
- Your appeal rightsThe internal-appeal and external-review provisions that apply to your planVerified
Every line above carries a verified stamp because every line traces to a real source. That is the difference verification makes.
Why there is no download button. A generic template cannot cite your plan's actual policy, your medication's label, or your records, which is exactly what makes an appeal work. Instead of a one-size-fits-all PDF, you can generate a verified draft built for your real denial, free, by answering a few questions.
See it on your own denial, free.
Answer a few questions and we will build a verified draft for your actual case, every citation checked. No account, no cost.
Generate my real draft, free