LexLift — Data & AI statement

Original version approved by Tim, 2026-10-02; later factual updates are identified here. The training opt-out was requested that day and has not been confirmed. Update §3 when DeepSeek replies. Engineering clarification, 2026-10-06: local Workbench controls and network behavior are described accurately below. Provider facts retain their stated source dates. Accuracy update, 2026-10-21: §6 rewritten with the Fresh20B-D results; §3 notes Claude-drafted internal test briefs. Factual update, 2026-10-22: §6 adds the Fresh20E-G results (80 new opinions in Fresh20D-G); the lawyer-pilot, review-export and recorded-session material is removed because no pilot is running; subscriber, payment (Stripe), email (Gmail) and hosting (Cloudflare) facts are added; the contact address is filled in. These factual updates are not a new approval by Tim or a lawyer. This statement gives no legal advice and promises only what it says.

In one line: LexLift turns public California court opinions into AI-drafted briefs. It takes no client data. Every brief is an unverified AI draft that you must check against the opinion. LexLift never tells you whether a case is good law.

Source-location clarification, 2026-10-08. Source PDF page numbers count from the first PDF page and may differ from printed opinion page numbers. Generated passage numbers identify extracted text, including headings and page fragments; they are not court paragraph numbers. Check the printed opinion before using a legal pinpoint citation. This factual clarification is not a new legal approval or accuracy measurement.

1. Do not send us client information

2. What goes in: public opinions only

3. Which AI companies see what

DeepSeek — writes the briefs

Anthropic (Claude) — internal testing and building only

OpenAI (Codex) — internal testing, software and reporting work

No other AI providers write briefs

If LexLift adds or changes an AI provider for anything that touches briefs or user data, this statement will name it before the change.

4. What is stored, and where

WhatWhereWho can see it
Opinion PDFs, the numbered opinion text, AI drafts, check results, the model's raw replies, cost and timing logsLexLift's own computer. Test material from public opinions is also kept in LexLift's private code repository (GitHub).LexLift only
Subscriber details: name, email, firm, practice areas, planLexLift's own computer and its Gmail account, kept to deliver the digest and answer you.LexLift only. Deleted on request, except records the law requires us to keep
Payment details and billing recordsStripe, which processes all payments. LexLift never sees your card number; it sees only what Stripe shows a merchant (name, email, plan, payment status).Stripe and LexLift
The daily digest emailSent from LexLift's Gmail account (Google).You and LexLift
The website and sample pagesHosted by Cloudflare. The pages have no analytics or tracking.Public
Cases you open in the LexLift Workbench, if you use itYour own computer. The Workbench runs locally and uploads nothing.You

5. What a brief is — and is not

6. Accuracy, stated honestly

LexLift tests every release on a fresh batch of 20 public California Court of Appeal civil opinions it has never seen, frozen before any AI call. Each brief is graded against the full opinion by an independent AI grader using a written rubric, followed by a strict second pass that applies the rubric's definition of "serious" literally. These are AI judgments, not lawyer review.

A serious error is one a lawyer could be misled by: a wrong holding, disposition or issue result; a party given the wrong role; a trial-court ruling or party argument presented as this court's holding; a materially overstated or understated holding; saying the court did not decide something it decided (or the reverse); or a wrong date, amount or name a lawyer could rely on.

In short: in AI-graded tests on 80 new opinions (Oct. 21, 2026), the holding and outcome were almost always right; 16 of 80 briefs (20%) had at least one serious error somewhere in the brief and 6 (7.5%) had one with no warning beside it. The reader puts every statement next to its source sentence so you can check before relying on it.

Test (date)Briefs with a serious errorOf those, with no warning beside the error
Fresh20D-G combined (2026-10-21)16 of 80 (20%; 95% CI 13-30%)6 of 80 (7.5%; 95% CI 3.5-15%)
Fresh20G (2026-10-21)4 of 203 of 20
Fresh20F (2026-10-21)7 of 202 of 20
Fresh20E (2026-10-21)2 of 201 of 20
Fresh20D (2026-10-21)3 of 20 (95% CI 5-36%)0 of 20 (95% CI 0-16%)
Fresh20C (2026-10-21)6 of 204 of 20
Fresh20B (2026-10-19)6 of 202 of 20

Each test used a different set of 20 opinions, and all used comparable strict standards; the automatic grader used from Fresh20D was checked against the earlier independent grading of Fresh20B and reached the same totals. Fresh20D-G are the 80 opinions behind the summary above; Fresh20B and C used earlier versions and are not pooled with them. Many serious errors were in a short label (an issue's result or a party's role) or a hedged ruling stated too firmly, and most carried a warning. Since then, a result label that a check doubted is no longer stated as fact; the page says "See the holding - label not confirmed" instead.

What this means for you: about one brief in five contained at least one serious error somewhere, and about one in thirteen had one with no warning beside it. A statement with no warning can still be wrong, and these tests cannot establish an exact error rate for all briefs. Earlier test series (holdouts 1-29, through 2026-10-10) used different graders and versions; they remain in LexLift's records and are not pooled with these figures.

7. Quick answers for your AI due diligence

The State Bar of California's Practical Guidance for the Use of Generative AI (approved May 14, 2026) asks lawyers to find out, beyond vendor marketing, how a tool collects, uses, stores and discloses information. It also asks whether inputs are used for training and where data goes. Our answers:

QuestionAnswer
What does LexLift collect from you?Your name, email, firm, practice areas and plan, to deliver the digest; billing records from Stripe. Stripe processes payments and LexLift never sees your card number. Local Workbench search and study controls run on your computer.
Can you enter client information?Do not enter or send it. Local search, folder and study controls are for public opinions only (§1).
Is anything you give us used to train AI models?LexLift trains and fine-tunes no models. Your details and feedback never go to DeepSeek. The public opinions we send DeepSeek may be used for its training. We have asked DeepSeek to opt us out, and it has not yet confirmed (§3).
Where is data processed?Public opinions and drafts: DeepSeek, in China, and LexLift's own computer. Subscriber details: LexLift's computer and Gmail. Payments: Stripe. Website: Cloudflare.
How long is it kept?DeepSeek: "as long as necessary" (no fixed period). LexLift: opinions and briefs are kept for testing. Subscriber details are kept while you subscribe and deleted on request, except records the law requires us to keep.
Who else is involved?DeepSeek (drafting); Anthropic (testing and building); OpenAI Codex (internal public-opinion testing, simulated workflow reviews, software and reporting); Free Law Project's CourtListener (opinion source); Stripe (payments); Google Gmail (email); Cloudflare (website hosting); GitHub (private code repository holding public-opinion test material).
Security certifications?None. LexLift is a one-person company with no SOC 2 or similar audit. There are no user accounts.
If something goes wrong?We will tell you promptly if information about you held by LexLift is exposed.
Is the output checked by a lawyer?No. Verify everything (§5).

Contact: lexliftai.llc@gmail.com. Latest accuracy tests: Fresh20D-G, 2026-10-21 (§6); internal software-provider list updated 2026-10-05; subscriber, payment, email and hosting facts added 2026-10-22. Vendor terms and training opt-out status remain as checked on 2026-10-02.