For courts and clerks of court
No decision or recommendation on any matter, no risk or assessment score about any person, and no legal advice to anybody — a self-represented litigant receiving something that reads like advice from a court has been badly served, and scoring people has a documented history of harm. What can be carried is filing completeness, hearing logistics, appearance reminders and records work.
Most people at a court counter do not have a lawyer. They have a form they do not understand, a deadline they may already have missed, and a question the clerk is prohibited from answering because answering it would be legal advice.
So the interaction fails in a specific way: the clerk can say what is missing from a form and cannot say what the person should do, the person hears a refusal, and the filing comes back wrong two more times. Nobody is at fault and everybody is frustrated.
Failures to appear consume the docket. Somebody misses a hearing because the notice went to an old address, because they could not leave work, because they did not understand which building — and a missed hearing generates a warrant, a rescheduling, more notices, and sometimes a custody event that dwarfs the original matter.
The docket itself ages unevenly and nobody can easily say where. Continuances, service problems, discovery, unavailable parties and reset hearings each add time, and the case-age number that gets reported is an aggregate that hides which step is actually consuming the calendar.
And the record is public and contested. Court records are open, frequently sealed in part, and read by people with a strong interest in what they say. Every administrative action leaves something a party may later dispute.
Court staff are correctly barred from giving legal advice, and the boundary between describing a requirement and advising a course of action is invisible to the person on the other side of the counter — so the same filing fails several times and the docket carries the cost.
The instinct is to help more, and it is the wrong instinct: a court that drifts into advice has created a far worse problem than a returned filing. So the correct move is to make the requirement side of that boundary as complete and as early as possible, and to leave the advice side untouched.
That means naming every missing item at once rather than one at a time, in the language the person actually reads, at the moment of filing rather than a week later. It is not advice — it is the same information a clerk may already give, delivered completely and immediately instead of partially and late.
The second band is appearance. A reminder before a hearing, sent to the contact the person most recently gave, in a form that says where and when and what to bring. Failure-to-appear reduction from reminders is one of the better-evidenced administrative interventions in court operations, and it requires no judgement about anybody.
The third is the docket measurement: elapsed time decomposed by step rather than reported as case age, so a court can see whether the calendar is consumed by service, by continuances, by discovery, or by scheduling.
What never moves: any decision or recommendation on any matter, any risk or needs score about any person, any bail, release, sentencing or custody input, any legal advice, and any determination about sealing or disclosure. Those belong to judicial officers and to your staff under judicial supervision, and several of them are things no automated system should touch at all.
Filings returned more than once for completeness — measured by count of second and third returns on the same matter, before and after.
Failures to appear — measured by count of non-appearances at scheduled hearings, against the same period in prior terms.
Warrants issued for non-appearance — measured by count issued, reported beside the failure-to-appear count rather than merged into it.
Where case age actually accumulates — measured by elapsed time decomposed by step — service, continuance, discovery, scheduling — rather than reported as an aggregate.
Counter contacts that were requirement questions — measured by share of counter contacts answerable from the published requirement list.
Notices reaching the person — measured by count of notices returned undeliverable, and whether a more recent contact existed in the file.
Time to produce a records request response — measured by elapsed hours from request to response, with sealed portions handled under your rule.
any decision or recommendation on any matter; any risk, needs or assessment score about any person; any bail, release, sentencing, custody or diversion input; any legal advice to any party; and any sealing or disclosure determination. Nothing here ranks, prioritises or triages a case or a person by any predicted characteristic. Those are judicial acts and clerk determinations, and several of them are things no automated system should be near.
It reads and writes through your case management system and produces nothing that becomes a second record of a matter. A second record of a court case is an evidentiary problem before it is an operational one.
Requirement lists come from your court’s own published rules and forms. Nothing writes a requirement, because a requirement is a statement about what the court will accept.
The advice boundary is enforced by refusal rather than by careful phrasing. A question that would require advice is not answered in softened language — it is declined and referred to the legal aid or self-help resource your court already publishes. Softened advice is still advice, and it is worse because it is deniable.
Sealed and restricted material is handled under your court’s rule, and where a restriction cannot be determined from the record, the material is treated as restricted rather than as open.
No scoring of people. Risk and needs assessment tooling in courts has a documented record of producing disparate outcomes that were invisible until they were studied, and a vendor offering it into a court is offering a liability with a long tail. There is no tier at which this scores, ranks or predicts anything about a person.
No legal advice, enforced as a refusal. The failure mode is not a system that says something obviously wrong — it is a system that says something helpful, reasonable and specific to a person’s situation, which is advice. Declining and referring is the only safe behaviour and it is what happens.
Court records stay inside your tenancy on your retention schedule, exportable by you. Sealed portions are treated as restricted whenever the record does not clearly say otherwise, because the failure direction matters: disclosing something sealed is not recoverable.
And on assurance: an independent SOC 2 Type II attestation is in progress and no report exists yet.
The presiding judge’s question is whether anything touches judgement. Nothing does, and the boundary is enumerated rather than described — the administrative band is a written list and everything else, including anything unclassifiable, routes to staff.
The clerk’s question is the advice line, and it is the one to test hardest. Ask for the refusal behaviour on real counter questions your staff receive, and confirm that the response declines and refers rather than helping a little.
An access-to-justice committee should review the completeness language for reading level and for language access. A requirement list nobody can read has not helped the population it was written for.
And counsel should confirm the sealed-material handling defaults to restricted, because that is the failure direction that cannot be undone.
One self-represented filing type, measured retrospectively for how often it is returned and for what reason, with no live filing affected and no litigant contacted.
Retrospective and narrow on purpose. A single filing type with a high return rate produces a specific list of the reasons it fails, and that list is usually shorter and more mundane than anybody expects — a signature block, a service certificate, a fee waiver page.
That list is worth having on its own. Several courts have improved a return rate by rewriting a form or a published requirement list off the back of exactly this finding, with no vendor involvement at all, and that is a legitimate and good outcome.
If it continues, the first grant is a completeness check on that one filing type, with the advice boundary tested against real counter questions before anything is shown to a litigant.
It is, and the step is the difference between describing what the court requires and advising what somebody should do. Your clerks already stand on that line every day and are trained for it. What changes here is completeness and timing on the requirement side only — every missing item named at once, at filing, in plain language — and an outright refusal on the other side, referred to your published self-help resource. The refusal behaviour is the thing to test hardest before anything ships, using real questions your counter actually receives.
Nor should you, and nothing here does. No score, no rank, no prediction, no triage about any person, at any tier and under any configuration. The record of that tooling in courts is a record of disparities that were invisible until somebody studied them, and the appropriate posture is refusal rather than careful implementation. If any proposal in front of you includes scoring people, that is the part to remove regardless of who is offering it.
They are a small thing and they are one of the better-evidenced administrative interventions in court operations, which is a good reason to start there rather than an argument for buying something large. Measure your own failure-to-appear rate and the warrants that follow from it first; if the number is small, the honest conclusion is that this is not your constraint. If it is large, the cost of a missed hearing to the person and to the docket is not small at all.
Agreed, which is why they stay in your case management system on your retention schedule and are exportable by you without asking us. Nothing creates a second record of a matter, because a second record is an evidentiary problem before it is an operational one. And material whose restriction cannot be determined from the record is treated as restricted rather than open, because that failure direction is the one you cannot undo.