Draft a California AI Worker-Protection Compliance Checklist from Raw Statutory Text

The task

HR policy leads at California employers (or any employer with CA workers) need to translate a new wave of AI employment statutes into audit-ready checklists for recruiters, HRBPs, and vendor managers. This workflow turns a plain-text statutory summary into a structured compliance checklist you can hand to a legal reviewer the same afternoon.

Before AI

You download the bill text, highlight obligations in a PDF reader, retype them into a spreadsheet, then cross-walk each one to your current hiring and performance-management workflows. For a single bill like SB 7, that's usually a half-day of reading plus another half-day of checklist drafting — before legal even sees it.

The trigger this week: California just extended its lead on AI worker protections, with multiple bills landing disclosure, appeal, and human-oversight duties squarely on HR. Firms like Fisher Phillips have flagged that "employment-related decisions" under SB 7 sweeps in hiring, discipline, scheduling, and promotion — which is most of what HR does.

The workflow

Step 1 — Paste the statutory summary and extract obligations. Start a fresh chat so the model isn't primed by prior context. Paste in a plain-English summary of the law (bullet points from a law-firm client alert work fine; see the sample input). Then run:

You are an HR compliance analyst. The text that follows is a plain-language summary of a California statute regulating employer use of automated decision systems (ADS) in employment.

Do three things:

1. Extract every distinct employer OBLIGATION as a numbered list. One obligation per line. Use the verb form the statute uses (e.g., "Provide written notice", "Allow appeal", "Retain records").
2. For each obligation, add a tag in brackets: [NOTICE], [HUMAN_REVIEW], [DATA_RIGHTS], [PROHIBITED_USE], [RECORDKEEPING], [VENDOR], or [OTHER].
3. Below the list, flag any obligation where the summary is ambiguous about scope, timing, or triggering event. Call that section "Ambiguities to confirm with counsel."

Do not invent obligations that aren't in the text. If a date or threshold isn't stated, write "not specified in summary" — do not guess.

SUMMARY — California SB 7 ("No Robo Bosses Act"), as described in client alerts:

- Applies to employers using "automated decision systems" (ADS) for employment-related decisions, defined broadly to include hiring, discipline, promotion, termination, scheduling, work assignment, performance evaluation, and workplace safety.
- Employers must provide a plain-language, standalone written notice to employees, contractors, and applicants at least 30 days before introducing an ADS, or by February 1, 2026 for systems already in use.
- Notice must include a list of all ADS the employer uses and describe the data inputs and decisions each system informs.
- Workers have the right to access the personal data used by an ADS and to correct inaccurate data.
- Workers have the right to appeal any employment-related decision made or substantially assisted by an ADS. The appeal must be reviewed by a human.
- Employers are prohibited from using ADS to predict a worker's behavior, assess personality, or infer emotional state.
- Employers may not rely solely on ADS output for discipline or termination decisions; a human must make the final call.
- Retaliation against workers who exercise rights under the law is prohibited.
- Recordkeeping: employers must maintain the ADS inventory and notice records; specific retention period not stated in this summary.
- Enforcement: Labor Commissioner and private right of action under existing frameworks (details TBD by regulation).

Step 2 — Convert obligations into an audit checklist with owners and evidence. Keep the same chat so the model has the obligation list in context.

Now convert the obligation list above into an audit checklist in Markdown table form. Columns:

| # | Obligation (short) | Tag | Likely owner (TA, HRBP, People Analytics, IT/Vendor Mgmt, Legal, Payroll) | Evidence a reviewer could ask for | Status (Not started / In progress / Done) |

Rules:
- One row per obligation. Preserve the numbering from the obligation list.
- "Evidence" must be a concrete artifact (e.g., "signed notice template v2", "ADS inventory spreadsheet with last-reviewed date", "appeal intake form in HRIS"). Not vague things like "policy exists".
- Default Status to "Not started".
- After the table, add a short section titled "Cross-functional dependencies" listing any obligation where more than one owner is needed and why.

Step 3 — Pressure-test the checklist against common HR workflows. Still same chat.

Finally, stress-test the checklist. For each of the following HR touchpoints, list which checklist rows (by number) are triggered and what a line manager or recruiter would need to do differently starting today:

a) Posting a req and screening applicants with a resume-ranking tool
b) A manager issuing a written warning informed by a productivity dashboard
c) Shift scheduling via an algorithmic workforce-management platform
d) Promotion decisions reviewed in a calibration meeting that references an AI-generated performance summary
e) A worker emailing HR to ask "what data does the system have on me?"

Keep each touchpoint to 3-6 bullets. If a touchpoint isn't clearly covered by the checklist, say so — do not stretch the statute to fit.

Gotchas

• The model will confidently fill in dates or thresholds the summary doesn't contain. The "do not guess" instruction in Step 1 helps but doesn't eliminate it. Spot-check every date, dollar amount, and headcount threshold against the actual bill text before anything reaches counsel.
• "Plain-language summary" is doing a lot of work. If your input summary omits an obligation — say, a vendor contract flow-down requirement — the checklist will omit it too. Use two independent summaries (a law-firm alert plus a legislative analyst digest) and diff the outputs.
• This is not legal advice and the output is not an opinion letter. It's a first-pass operational translation. Route to employment counsel before you circulate to managers.
• Watch for over-tagging [PROHIBITED_USE]. The model sometimes labels things prohibited that are actually just conditioned on notice or human review. Re-read any PROHIBITED_USE row against the source.
• New bills arrive in clusters. Run the workflow once per bill, not once per press-release roundup — the obligations collide (e.g., notice timing under one bill vs. recordkeeping under another), and merging them in a single prompt tends to blur distinctions.

Time saved

Roughly 2-3 hours per statute versus manually extracting obligations into a spreadsheet and drafting an owner/evidence column by hand. Based on how long it typically takes an HR policy analyst to produce a first-draft compliance matrix from a law-firm client alert; your mileage depends on how clean the input summary is and how many ADS vendors you need to map against.

What we got when we ran it

We executed every prompt above, in order, against the sample input (model: claude-sonnet-4-6). Outputs below are real and unedited apart from length truncation.

Step 1 output

Employer Obligations Extracted from California SB 7 ("No Robo Bosses Act") Summary ### Numbered Obligation List 1. Provide a plain-language, standalone written notice to employees, contractors, and applicants at least 30 days before introducing an ADS, or by February 1, 2026 for systems already in use. [NOTICE] 2. Include in the written notice a complete list of all ADS the employer uses. [NOTICE] 3. Include in the written notice a description of the data inputs each ADS uses and the employment decisions each system informs. [NOTICE] 4. Allow workers to access the personal data used about them by an ADS. [DATA_RIGHTS] 5. Allow workers to correct inaccurate personal data used by an ADS. [DATA_RIGHTS] 6. Allow workers to appeal any employment-related decision made or substantially assisted by an ADS. [HUMAN_REVIEW] 7. Ensure that any such appeal is reviewed by a human. [HUMAN_REVIEW] 8. Prohibit use of ADS to predict a worker's behavior, assess personality, or infer emotional state. [PROHIBITED_USE] 9. Ensure a human makes the final call on discipline and termination decisions; do not rely solely on ADS output for those decisions. [HUMAN_REVIEW] 10. Prohibit retaliation against workers who exercise rights under the law. [PROHIBITED_USE] 11. Maintain an ADS inventory and retain notice records. [RECORDKEEPING] --- ### Ambiguities to Confirm with Counsel | # | Obligation | Ambiguity | |---|-----------|-----------| | 1 | Pre-deployment written notice | The summary states "at least 30 days before introducing an ADS," but does not define what constitutes "introducing" — e.g., does piloting,

…output truncated at 250 words.

Step 2 output

SB 7 ("No Robo Bosses Act") — Employer Audit Checklist | # | Obligation (short) | Tag | Likely Owner | Evidence a Reviewer Could Ask For | Status | |---|---|---|---|---|---| | 1 | Deliver plain-language written notice to employees, contractors, and applicants ≥30 days before ADS introduction, or by Feb 1, 2026 for existing systems | [NOTICE] | HRBP | Dated, version-controlled notice template; distribution log (e.g., DocuSign completion report or HRIS delivery timestamp) showing recipient population and send date | Not started | | 2 | Include complete ADS inventory in written notice | [NOTICE] | People Analytics / IT/Vendor Mgmt | ADS inventory spreadsheet listing every system, with last-reviewed date, cross-referenced to the published notice | Not started | | 3 | Include data inputs and decision scope for each ADS in written notice | [NOTICE] | People Analytics / IT/Vendor Mgmt | Notice document with system-by-system data-input descriptions; corresponding vendor data dictionaries or technical spec sheets on file | Not started | | 4 | Allow workers to access personal data used about them by an ADS | [DATA_RIGHTS] | IT/Vendor Mgmt / Legal | Written data-access request procedure; documented intake log showing at least one test request processed end-to-end | Not started | | 5 | Allow workers to correct inaccurate personal data used by an ADS | [DATA_RIGHTS] | IT/Vendor Mgmt / Legal | Data-correction request form or HRIS workflow; audit trail showing a correction request was received, routed, and resolved | Not

…output truncated at 250 words.

Step 3 output

SB 7 Checklist Stress-Test: HR Touchpoint Mapping --- ### a) Posting a req and screening applicants with a resume-ranking tool **Checklist rows triggered: 1, 2, 3, 8, 9, 6, 7, 11** - **Row 1 — Notice:** Applicants are explicitly named as a covered population. Before the tool is used (or by Feb 1, 2026 if already in use), recruiters must ensure a plain-language ADS notice is delivered to applicants — meaning it must appear at or before application submission, not buried in an offer letter. Review your ATA/careers-page disclosure workflow today. - **Rows 2 & 3 — Inventory and description:** The resume-ranking tool must appear in the ADS inventory with its data inputs (e.g., keywords, work history fields, degree fields) and its decision scope (e.g., "informs initial screening pass/fail") documented. Recruiters should not onboard a new ranking tool without first routing it through People Analytics and IT/Vendor Mgmt to update the inventory and notice. - **Row 8 — Prohibited use:** If the tool scores candidates on inferred traits — "culture fit," "coachability," personality proxies, or behavioral predictions — that use is prohibited outright. Recruiters must ask vendors for a written use-case attestation confirming the tool does not perform these functions before deploying it. - **Row 9 — Human final decision:** A recruiter cannot reject an applicant solely because the ranking tool scored them below a cutoff. A human must make the final screening decision. In practice: do not configure the ATS to auto-reject based on ADS score alone; require

…output truncated at 250 words.