How do I lay a reliability foundation for an AI model's output?

You lay it by showing the method is reliable and was reliably applied — documenting the model, its validation, the inputs, error rates or performance, and that the specific run is reproducible — mirroring FRE 702(b)-(d) and the direction of proposed FRE 707.…

register 09 · Compliance pins· FRE 707 (proposed)
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Answer.

Evidence / professional-responsibility rule · FRE 707 (proposed).

You lay it by showing the method is reliable and was reliably applied — documenting the model, its validation, the inputs, error rates or performance, and that the specific run is reproducible — mirroring FRE 702(b)-(d) and the direction of proposed FRE 707. Reproducibility and tamper-evidence are persuasive elements. Planisphere supplies that backbone: a fixed probe set, recorded metrics, and a sha-pinned record a third party can recompute. It strengthens the foundation; the court rules on admissibility, not Planisphere.

Cite-anchor: Proposed Federal Rule of Evidence 707 — machine-generated evidence (PROPOSED, not yet effective) · Imports FRE 702(b)–(d) reliability factors; comment closed 2026-02-16, earliest effective 2027-12-01

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The mark behind the answer.

FRE 707 (proposed) sets the bar an AI output must clear before a tribunal or a client relies on it — reliability, candor…

machine-generated evidence · Rule-702-grade reliability for AI output (PROPOSED).

→ Full reference for FRE 707 (proposed)

Try FRE 707 (proposed) with a free test key.

Start with the free sandbox. Planisphere measures model behaviour and emits a reproducible, sha-pinned record — it does not certify, file, or give legal advice.

API ·

When FRE 707 (proposed) asks for proof, hand over records — not assurances.

record the duty · seal the receipt · verify offline

Planisphere records each duty event — an output marked, a disclosure shown, a review made — and seals it into a receipt that verifies offline against our published keys. You send hashes, never content. A record is evidence a third party can check; it is not a certification and not a legal determination.

See how a record is checked · See the law Toolkit →