Legal · Govern the Draft, Prove the Filing

AI governance for legal teams: govern the draft, prove the filing

A hallucinated citation, a privileged document pasted into a public model, or advice the firm never authorised are all one AI output away — and human review happens after the fact, on a filing deadline. EVE Core evaluates the proposed action before it executes, returns ALLOW, BLOCK, or MODIFY against your firm’s policy, and emits a signed record of the decision.

Updated · Maintained by the EVE NeuroSystems engineering team · Reviewed by Jamaurice Holt, Founder

Aligns with ABA Model Rules FRCP Rule 11 Privilege / Work Product GDPR EU AI Act NIST AI RMF SOC 2 Type II in progress

You control which decision fields are sent; in VPC and on-prem deployments, governed content and evidence stay inside your boundary. As courts sanction AI-fabricated filings and bar associations issue AI guidance, the record has to exist at the moment of the decision.  Trust Center · Security

Overview

What AI governance for legal work actually requires

In legal work, governing AI is inseparable from being able to show a court, a client, or a bar regulator what the AI was allowed to do. Drafting, research, summarisation, and review now run at a speed no associate review cycle matches. The duty of competence and candour does not move with it: a fabricated authority in a filing is not a typo, it is a sanctionable event, and the lawyer who signed the filing owns it.

EVE Core is the enforcement-and-evidence layer for that gap. Each proposed AI action passes a deterministic gate that applies your firm’s policy before the output can be relied on, and each produces a signed, replayable record: what was proposed, which policy version governed it, the verdict, and when. It is infrastructure the firm runs around its AI — not a legal AI assistant of its own, and not legal advice.

The Problem

The risk isn’t using AI. It’s ungoverned legal AI.

Legal AI drafts, researches, and summarises faster than any review process can keep up. By the time a partner catches the error, it is already in a filing — or a client’s inbox.

01 AI drafts faster than anyone can verify

A research tool returns confident citations and quotes by the hundred. Human review happens after the fact, on a filing deadline — which is exactly when it is least likely to be thorough.

02 A hallucinated citation looks exactly like a real one

A case is cited with a plausible reporter number. The model is confident. Nothing in the document flags it — until opposing counsel, or the judge, does.

03 By the time you catch it, it is already filed

A fabricated authority in a brief. A privileged document pasted into a public model. A Rule 11 exposure, a bar complaint, and no contemporaneous record of who approved what.

If your AI fabricates one authority in one filing, the problem is not the error rate — it is that nothing stood between the model and the court, and nothing recorded that it did not.
Professional-Duty Surface

The duties these decisions live under

A plain-language map of common professional obligations to concrete EVE mechanisms. This is a control mapping, not legal advice, and it does not substitute for your jurisdiction’s rules or your firm’s own AI-use policy.

ObligationIn shortHow EVE Core supports it
FRCP Rule 11(b)Claims and contentions in a signed filing must be warranted by existing lawUnverified authorities are blocked at the gate before the draft is relied on, and each block is recorded with the policy version that produced it
ABA Model Rule 1.1 (competence)Competence includes understanding the technology you useEvery governed AI action produces an explicit, reviewable verdict and rule trigger rather than an opaque model output
ABA Model Rule 1.6 (confidentiality)Client information must not be disclosed without authorityPolicy gates block privileged and client-identifying content from leaving the boundary you define; VPC and on-prem keep governed content in your tenant
ABA Model Rule 5.3 (non-lawyer assistance)Reasonable efforts to ensure non-lawyer assistance conforms to professional obligationsThe firm’s policy is enforced on the tool itself, on every action, with a record of what it was and was not permitted to do
ABA Model Rule 5.5 (unauthorized practice)Advice must come from authorized practitionersActions your policy classes as client-facing legal advice are blocked or routed for lawyer review rather than returned directly
Privilege & work productProtected material must stay protectedPre-execution enforcement, not post-hoc monitoring: content that would leave the boundary never does, and the attempt is on the record
Audit & discovery readinessReconstruct what a system did, laterSigned, hash-chained decision records verifiable offline, with no live connection to EVE required

Because the policy-pack version is embedded in each decision’s evidence, you can answer “what was the AI permitted to do on the day this brief was drafted?” with the rules that actually governed it — not a description of your current policy.

Govern the Action

Enforcement at the moment of draft, cite, or send

EVE CoreGuard is a pre-execution gate on the action itself. A proposed citation, summary, or client communication is evaluated against the applicable policy pack, and the gate returns a deterministic ALLOW, BLOCK, or MODIFY before the output is released. If the gate is unavailable, the path is fail-closed by default — nothing ships ungoverned.

Evaluation is designed to complete in under a millisecond, so it sits in the path of the work rather than in a review queue behind it. It is not a spell-checker and not a post-hoc reviewer: the decision is governed before it exists.

Determinism is what makes it defensible. The same inputs produce the same verdict, and any decision can be replayed to show it. That is the difference between “our tool usually behaves” and “this draft was governed, and here is the proof.”

01 Pre-action enforcement

Blocks unverified citations, privileged content, and unauthorized advice before the model returns them. Fail-closed by default.

02 Deterministic decisions

Every outcome is ALLOW, BLOCK, or MODIFY. Same input, same output, every time — reproducible for the court, the client, and the bar.

03 Cryptographic proof

Every decision emits a signed, verifiable record issued in the same transaction. Verifiable without EVE infrastructure. EVE Proof →

The Record

A decision record you can hand a court

Every governed decision emits an ECDSA P-384-signed certificate — the proposed action, the verdict, the rule that fired, and the policy version — hash-chained into a tamper-evident trail. That is a contemporaneous record, produced at the moment of the decision, not a reconstruction assembled after a problem surfaces.

When a court, a client, or an insurer asks what the firm’s AI was permitted to do, the answer is a record they can verify themselves, offline, without trusting a dashboard — or trusting us. Data can stay in your tenant: SaaS, VPC, or on-prem.

governed decision · signed evidence record ✓ VERIFIED
decision_idDEC-00187
policylegal_v1 · Citation Integrity
verdictBLOCK — unverified citation, source required
content_hashsha256:3204f3d6…1ef0f3130
signaturekms-ecdsa-p384-3066…d914b8
Sample record · re-hash + ECDSA P-384 re-verify, no EVE service required Verify a record offline →
By Practice Area

Where it maps across legal work

01 Litigation

Gate drafted authorities and quotations before they reach a filing, and keep a contemporaneous record of what was blocked and why.

02 Transactional

Govern drafting and summarisation against the firm’s policy, with client-confidential material held inside the boundary you define.

03 In-house / corporate legal

Apply one enforceable AI-use policy across business units, and produce the evidence your compliance function already asks for. For compliance →

04 E-discovery & review

Keep privileged and work-product material from leaving the review environment, with each attempt recorded rather than silently permitted.

Honest Positioning

The enforcement plane, alongside your AI-use policy

Where EVE fits in a legal stack

EVE Core enforces and proves individual AI actions. It does not give legal advice, does not make legal judgments, and does not replace lawyers, your firm’s AI-use policy, or your professional-responsibility counsel. Those define what must be true; EVE enforces it on each action and produces the evidence. Your lawyers make the decision — EVE governs and documents how the AI was used to reach it. See AI compliance software for the evidence layer in depth.

Common Questions

EVE for legal, answered

Deploying AI in legal work?

Bring a draft. Watch it get governed and signed.

Bring a real drafting, research, or review action and we will run it through the gate: the verdict, the rule that fired, and the signed record you can verify offline. Controlled pilot from $37,500.

Start lighter: the API reference, the whitepaper, or verify a sample signed decision.

EVE NeuroSystems LLC is not a law firm and does not provide legal advice. Mappings to professional-conduct rules and procedural rules describe technical control support and evidence capabilities; they are not legal advice, certification, or a guarantee that a deployment satisfies any obligation. Rules vary by jurisdiction — consult your own professional-responsibility counsel. Documented as of .