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AI Evidence Trail: The 4 Gates a Machine-Made Document Must Pass

Trial AI Legal TeamOctober 6, 20268 min read

Applies internationally

Four gates for a machine-made exhibit TRIAL AI · AI & EVIDENCE Four gates for a machine-made exhibit Draft US Rule 707 was still under consideration in September 2026. The gates already apply. The questionWhat gets it throughRelevance Does it bear on a disputed fact? A clear link to that factAuthenticity Is it what you say it is? Original file; someone to vouchReliability Can the process be trusted? Inputs, tool and a hand checkFairness Could it mislead? Labelled as AI-derivedHong Kong Small Claims: rules of evidence do not apply (Cap. 338 s.23); weight does. Sources: FRE 401, 403, 702, 901; US Courts, Sept 2026 report; Cap. 338; Singapore Courts guide.
The four gates are older than AI. What AI changes is the second and third: an enhanced or summarised document is a different exhibit from the original, and a machine cannot be cross-examined about how it reached its answer.

Direct answer: as of 1 October 2026 the best-known attempt to write a rule for AI-generated evidence, the United States' draft Federal Rule of Evidence 707, has still not been adopted. It was published for comment in August 2025, comments closed on 16 February 2026, and after a meeting on 7 May 2026 it was still only under continued consideration. Until something changes, AI-touched material passes the same four gates as any exhibit: is it relevant, is it authentic, is it reliable, and is it fair to use. In Hong Kong's Small Claims Tribunal the formal rules of evidence do not apply at all (Cap. 338, s.23), so the question becomes how much weight a machine-made document carries, and an evidence trail is what earns it.

Is there a rule for AI-generated evidence yet?

Not a final one. The US Advisory Committee on Evidence Rules spent three years on the question and, in May 2025, identified two separate problems: machine output that may be unreliable in ways buried in the program and difficult to detect, and audiovisual evidence that is fake. For the first it drafted Rule 707; the committee voted 8 to 1 to publish it, with the Department of Justice voting against.

The draft is one sentence: when machine-generated evidence is offered without an expert witness and would be subject to the expert-evidence rule if a witness gave it, the court may admit it only if it meets that rule's reliability requirements. It excludes the output of simple scientific instruments.

The committee said publication was not a presumption that the rule would be enacted. The Standing Committee's report to the Judicial Conference for September 2026 lists Rule 707, and a possible new Rule 901(c) on deepfakes, only as matters of continued consideration. Neither appears among the amendments now on course to take effect.

Proposed Rule 707: where it stands
DateStep
May 2025Advisory Committee votes 8–1 to publish
August 2025Published for public comment
16 February 2026Comment period closes
7 May 2026Committee meets; consideration continues
September 2026Not in any package sent for adoption

Sources: Preliminary Draft of Proposed Amendments, August 2025; Standing Committee report to the Judicial Conference, September 2026 (revised 27 August 2026); Pending Rules and Forms Amendments page.

What are the four gates?

Every evidence system asks some version of the same four questions. The US Federal Rules of Evidence state them unusually compactly, which is why they are the standard reference in discussions of AI material.

The four gates, and what gets a document through
GateThe questionWhat gets it through
RelevanceDoes it make a fact that matters more or less likely?A clear link to a disputed fact
AuthenticityIs it what you say it is?Someone who can vouch for it; the original file
ReliabilityCan the process that made it be trusted?A known method, tested inputs, disclosure
FairnessDoes its value outweigh the risk of misleading?Labelled clearly; not presented as more than it is

US anchors: Federal Rules of Evidence 401 (relevance), 901(a) (authentication), 702 (reliability of expert evidence, the model for draft Rule 707) and 403 (unfair prejudice).

Authenticity: is it what you say it is?

Rule 901(a) asks the party offering an item for evidence sufficient to support a finding that the item is what the proponent claims it is. For an ordinary document, a witness who made or received it is usually enough.

AI changes the claim you must be able to support. A photograph is authentic if it shows what the camera recorded; an AI-enhanced photograph is not the same exhibit, and describing it as the original is where a genuine document becomes a misleading one. The same applies to a chat log summarised by an AI tool, a transcript produced by speech-to-text, or a timeline an assistant built from your emails. Each can be useful. None is the underlying record.

Reliability: can a machine's answer be trusted?

This is the gate draft Rule 707 was written for. The committee's reasoning is worth knowing even outside the US: the usual safeguard against unreliable statements is cross-examination, and a machine cannot be cross-examined. So the court looks instead at the inputs, the method and whether it is known to work, the questions Rule 702 asks of a human expert.

For a self-represented party the practical version is simple. If an AI tool calculated, classified or predicted something that matters to your case, such as the interest owed, whether two contracts match, or what a blurred number says, be ready to show what went in, what tool was used, and a way to check the result by hand. If you cannot, present the underlying documents and your own calculation instead.

Does any of this apply in a Hong Kong small claims case?

The gates are softer there, not absent. Section 23(2) of the Small Claims Tribunal Ordinance says the rules of evidence shall not apply to proceedings in the Tribunal, which may receive any evidence which it considers relevant. An AI-assisted summary will usually be received. The question is what it is worth.

The Tribunal also has tools of its own. Under section 16 it must inquire into any matter which it may consider relevant, whether or not a party raised it, and it may summon any witness and require the production of any document, record, book of account or other thing. An Adjudicator who doubts a screenshot can ask for the phone.

Hong Kong's judges have been told to look. The Judiciary's guidelines on generative AI, issued in July 2024, say that where it appears a litigant in person has used generative AI to prepare submissions or documents, the judge should make enquiry with the litigant, and ask what checks for accuracy have been undertaken. On 13 April 2026 the Judiciary said it was drawing up separate guidelines for legal practitioners and other court users, for consultation with the profession later in the year.

What is an evidence trail?

It is the record that lets someone else follow a document from where it started to the copy in your bundle. Building one takes minutes when the document is created and can be impossible months later.

Building the trail for each exhibit

  1. Keep the original, untouched. The native file, not a re-saved copy: the photo as the phone took it, the email as received, the chat exported from the app. File metadata such as dates and device details lives there.
  2. Record who can vouch for it. Name the person who made, sent or received it. In a Small Claims case that person may need to give evidence.
  3. Log every AI step. Which tool, on what date, with what input, and what came out. Keep the AI output separate from the source it was made from.
  4. Label derived material honestly. Call a summary a summary, a transcript machine-generated, an enhanced image enhanced. Put the original next to it in the bundle.
  5. Check it yourself. Singapore's guide says asking one AI tool to confirm another's output is not sufficient verification. Check against the source document.
  6. Be ready to explain. The same guide requires court users to be able to identify the parts that used AI content and how they verified them. Assume any court may ask.

What if you think the other side's evidence is AI-made?

Say so early and specifically, and ask for the original rather than an expert.

  • Point to the inconsistency. A date that does not match the metadata, a voice that says something out of character, a document format the sender never used.
  • Ask for the source. In Hong Kong's Small Claims Tribunal, ask the Adjudicator to require production of the original file or device under section 16(2).
  • Ask who made it. A witness who must explain how a document was created, on oath, is the best test there is. The Judiciary warns that a witness who is found not to have told the truth may face criminal prosecution.
  • Do not overclaim. Calling a genuine document a deepfake damages your credibility with the Adjudicator more than the document did.

Pressure-test your evidence before the hearing

The four gates are questions, and questions can be rehearsed. Put each exhibit through them: what fact it proves, who vouches for it, how it was made, and whether it could mislead. Trial AI's mock court runs an adversarial examination of your own bundle, so the document that cannot answer those questions shows up before the Adjudicator finds it.

That rehearsal is preparation, not legal advice, and it does not predict how a court will rule on admissibility. Where the rules of evidence do apply, and in any case above small claims, take advice on the specific exhibit.

Sources: US Courts — Preliminary Draft of Proposed Amendments (August 2025), proposed new Rule 707 and committee report, US Courts — Standing Committee report to the Judicial Conference, September 2026 (revised 27 August 2026), US Courts — Pending Rules and Forms Amendments, Federal Rules of Evidence (December 1, 2025), Rules 401, 403, 702 and 901, Hong Kong Small Claims Tribunal Ordinance (Cap. 338), ss.16 and 23, Hong Kong Judiciary — Guidelines on the Use of Generative AI for Judges and Judicial Officers and Support Staff (July 2024), para. 16, Hong Kong Judiciary Administrator — speaking notes, Special Finance Committee, 13 April 2026 (court-user AI guidelines in preparation), Singapore Courts — Guide on the Use of Generative AI Tools by Court Users (from 1 October 2024), Hong Kong Judiciary pamphlet 5 — How to prepare for and conduct a hearing or trial (witnesses who do not tell the truth). US rule status is from the federal judiciary's rules pages and committee reports, current to the September 2026 Standing Committee report; Hong Kong references are to Cap. 338 and the Judiciary's own publications; Singapore's guide is the version applying from 1 October 2024. All checked on 1 October 2026. Rules on AI evidence are changing quickly; check the current position before relying on any of them. General information, not legal advice.