VARNIUMAI risk defense / everyday bearings

RECOURSE / HUMAN REVIEW

Ask for the Human in the Loop — in Writing

Automated decisions are supposed to have human oversight in many regulated settings, but the oversight is invisible unless you ask for it by name and create the record that shows you did.

Start here

The free tool below runs entirely in this browser — no account, nothing stored or transmitted. Redact anything you would not want kept before you type it.

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Why 'a human reviewed it' is usually unverifiable

The claim is easy to make and hard to check. Asking what the person reviewed, when, and under what criteria turns a slogan into an answer you can hold.

Some laws give you a right to human review; others give you a right to an explanation. Either way, the letter is the mechanism.

The protocol

  1. Identify the decision, the date, and the automated element you believe was involved.
  2. Ask whether a human reviewed the decision before it was issued, and who.
  3. Ask what information that person had, and whether the model's output was shown to them.
  4. Ask how to appeal and how to correct any inaccurate data used.
  5. Send it in writing, keep the date, and diarize the response window.

What the tool does

Build a human-review request letter It runs locally in this browser and sends nothing.

Limit first: This is a document-preparation aid, not legal advice. It cannot guarantee an outcome, and it does not know what a court, agency or company will decide.

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Cost and free path

Cost: Free: one complete run in this browser, no account. Optional $4 one-time unlock allows unlimited runs of this tool on this browser. The free path and safety guidance never require payment.

Free path, in order (no cost):

  1. The issuing department's own appeal or complaints address
  2. The sector regulator (financial, housing, health, employment) — free to complain to
  3. LawHelp.org for free legal aid if a legal right to review applies

What this cannot do: It cannot guarantee an outcome, and it does not know what a court, agency or company will decide.

Sources checked 2026-10-03 · source bank reviewed against the live pages listed in metadata.

One human next step

Send the letter to the specific department that issued the decision, not general support; if the deadline passes without an answer, escalate to the regulator that oversees that sector.

Research log and safety checks

AI-assist path: not used for a verdict. This builder organises the reader's own documents and names an independent source; it does not infer authenticity, eligibility, or legal rights. §6.9/§6.10/§6.11 disclosed in the batch report; §6.12 status line carried in metadata as `status_line`.

§0.5 protection result: category is rights-recourse; crisis-adjacent: no; fear/urgency/scarcity toolkit used: no. The protective function is free and the paid feature is convenience only.

Related dispatches

Pairs with the same protection bar: a free complete reading, an optional convenience unlock, and no fear-framing.