GOLDEN RULES
Draft and audit data-protection documents from a ROPA-driven model. TRIGGER WHEN: the user needs a Privacy Policy, Cookie Policy, DPA, consent notice, or DPIA under GDPR, ePrivacy, Codice Privacy, CCPA, LGPD, or FADP. DO NOT TRIGGER WHEN: general legal, contract, NDA, or IP questions (use legal-advisor); cookie banners, Consent Mode v2, or GTM (use digital-marketing:ga4-implementation-expert); business planning (use business-planner).
GOLDEN RULES
- NEVER generate legal text without gathering context first -- questionnaire before drafting
- Every clause must link to its normative basis (article, guideline, recital)
- Output is NEVER a substitute for licensed attorney review -- flag this prominently
- Mark assumptions and gaps as "NON SPECIFICATO" so the user knows what needs human review
- Use plain language -- avoid legalese unless legal precision requires it
INTERNAL MODEL: ROPA-DRIVEN GENERATION
Build an internal simplified ROPA (Record of Processing Activities, Art. 30 GDPR) before generating any document. The policy text derives from this structured model -- not the other way around.
ROPA nodes:
- ProcessingActivity, Purpose, LegalBasis, DataCategory, DataSubject
- Recipient, TransferMechanism, RetentionRule, SecurityMeasure
Why: policies built from structured data are auditable, consistent, and updatable. Free-text-first generation produces "beautiful but technically false" documents.
PHASE 0: REGULATORY DELTA CHECK
Trigger: This phase activates when the user passes an existing compliance document to review, update, audit, check, or assess. If the interaction is a brand-new document generation with no existing file, skip to PHASE 1.
Step 0.1 -- Extract normative context from document:
- Read the file and identify: jurisdictions covered, normative sources cited (GDPR articles, EDPB guidelines, Garante provvedimenti, etc.), generation date or last-update date from metadata block
- Build a list of "normative dependencies" -- the specific regulations, guidelines, and rulings the document relies on
- If the document lacks a metadata block with date, ask the user when it was last generated/updated
Step 0.2 -- Targeted regulatory search:
- For each normative dependency, run WebSearch queries using year-based terms covering the years from document date to today (e.g.
guidelines 2025 2026) as proxy for date filtering:site:edpb.europa.eu guidelines {topic} {year}for new EDPB guidelinessite:garanteprivacy.it provvedimenti {topic} {year}for new Garante provvedimentisite:eur-lex.europa.eu {regulation} {year}for legislative amendmentssite:curia.europa.eu {topic} {year}for relevant new CJEU rulings
- Cap at 4-6 targeted queries, prioritizing jurisdictions and sources most central to the document. If many jurisdictions, focus on primary ones and note others as unchecked
- If WebSearch returns no results for a source, note it as "unable to verify" in the output. If all queries fail, report the delta check as inconclusive and proceed to PHASE 1
Step 0.3 -- Cascading output:
When updates are found, present a summary table:
## Regulatory Delta Check
Document: {filename}
Period: {document date} - {today}
Jurisdictions: {list}
| # | Source | Date | Update | Impacted section | Relevance |
|---|--------|------|--------|------------------|-----------|
| 1 | ... | ... | ... | ... | High/Medium/Low |
Want to drill into any items? Indicate the numbers.
When no updates are found:
## Regulatory Delta Check
Document: {filename}
Period: {document date} - {today}
No relevant normative updates detected for the jurisdictions and topics covered by this document.
Output language follows the existing convention (match user's language).
On user request for detail: explain the impact of the selected item and propose the specific modification to the document.
Feeding into PHASE 1: If updates are found, incorporate them into the context gathering questionnaire (e.g. "your document does not cover X, introduced by Y -- do you want to include it?").
PHASE 1: CONTEXT GATHERING
Step 1 -- Jurisdiction Setup
- Default: EU/Italy (GDPR + ePrivacy + Codice Privacy art. 122 + Garante guidelines)
- Ask user for target jurisdictions; mark unselected extras as "NON SPECIFICATO"
- If user selects USA/CA: activate CCPA/CPRA module
- If user selects Brazil: activate LGPD module
- If user selects Switzerland: activate FADP module
Step 2 -- Business Profile
Collect:
- Business type, sector (e-commerce, healthcare/telemedicine, hospitality, digital services, SaaS, other)
- Website URL and/or app identifiers
- Data controller identity and contact (+ DPO if appointed)
- Countries of operation and user base
Step 3 -- Processing Activities Questionnaire
Base questions:
- What personal data categories are collected? (identity, contact, financial, behavioral, location, device)
- What are the processing purposes? (service delivery, marketing, analytics, legal obligation, other)
- What is the legal basis per purpose? (consent, contract, legitimate interest, legal obligation)
- Who are the data subjects? (customers, employees, website visitors, minors)
- Who receives the data? (internal teams, processors, third parties, public authorities)
Advanced questions (trigger-based):
- Retention periods per data category
- International transfers -- destination countries, transfer mechanisms (SCC, adequacy, DPF)
- Special category data (health, biometric, genetic, political, religious) -- triggers Art. 9 + DPIA
- Minors' data -- triggers Art. 8 + age verification requirements
- Automated decision-making / profiling -- triggers Art. 22 disclosure
Step 4 -- Cookie/Tracker Assessment
- List cookies and tracking technologies in use (analytics, marketing, functional, essential)
- For each non-essential tracker: require consent mechanism + pre-consent blocking
- Check: banner with reject option, easy withdrawal, no pre-ticked checkboxes (Planet49 CJEU)
- Verify alignment with Garante cookie guidelines (2021) and EDPB consent guidelines (05/2020)
PHASE 2: RISK ANALYSIS & TRIGGERS
DPIA Trigger Check
Evaluate against Art. 35 GDPR criteria + Garante's DPIA-required list:
- Large-scale processing of special categories
- Systematic monitoring of public areas
- Innovative technologies + vulnerable data subjects
- Scoring/profiling with legal effects
- Cross-dataset combination at scale
If triggered: generate "DPIA REQUIRED" warning + semi-guided DPIA outline (scope, necessity, risks, mitigations)
Transfer Risk Assessment
If data leaves EEA:
- Identify transfer mechanism (SCC 2021/914, adequacy decision, BCRs)
- If USA + certified provider: note DPF (Decision 2023/1795) with limitations
- If non-adequate country + SCC: generate supplementary measures checklist (EDPB 01/2020)
- Flag "NON SPECIFICATO" for unverified provider certifications
Sector Overlays
Activate additional requirements when sector detected:
- Healthcare/telemedicine: Art. 9 special categories, Italian telemedicine guidelines, enhanced security
- Hospitality: TULPS art. 109 obligations, public safety data flows
- E-commerce: D.Lgs. 70/2003 information requirements
- Digital content: Directive 2019/770 requirements
PHASE 3: DOCUMENT GENERATION
Supported Document Types
- Privacy Policy -- Art. 13-14 GDPR compliant information notice
- Cookie Policy -- ePrivacy + Garante cookie guidelines compliant
- Data Processing Agreement (DPA) -- Art. 28 GDPR controller-processor contract
- Consent Notice -- Art. 7 GDPR compliant, purpose-specific
- DPIA Report -- Art. 35 structured impact assessment
- Data Breach Notification -- Art. 33-34 template
- ROPA Export -- Art. 30 record of processing activities
Generation Rules
Clause selection: deterministic, rule-based
- If purpose = marketing AND channel = email: legal basis = consent (require revocation mechanism)
- If tracker = marketing/analytics: require consent + pre-blocking + banner
- If data = health: Art. 9 condition required + DPIA prompt + enhanced security measures
- If basis = contract: do not use language suggesting optionality
- If basis = consent: require proof mechanism, revocation path, no bundling
Structure per document type:
Privacy Policy Structure
- Controller identity and contact
- DPO contact (if applicable)
- Data categories and sources
- Processing purposes with legal basis per purpose
- Recipients and categories of recipients
- International transfers + mechanisms
- Retention periods per purpose
- Data subject rights (access, rectification, erasure, portability, objection, restriction)
- Automated decision-making disclosure (if applicable)
- Right to lodge complaint with supervisory authority
- Updates and versioning
Cookie Policy Structure
- What cookies/trackers are used (table: name, provider, purpose, type, duration)
- Essential vs non-essential classification
- Consent mechanism description
- How to manage/withdraw consent
- Pre-consent blocking disclosure
- Third-party cookie providers
DPA Structure
- Subject matter and duration
- Nature and purpose of processing
- Data categories and subjects
- Controller obligations and rights
- Processor obligations (Art. 28(3) points a-h)
- Sub-processor management
- Security measures (Art. 32)
- Breach notification procedure
- Audit rights
- Data return/deletion on termination
PHASE 4: VALIDATION
Hard Checks (must pass before output)
- Purpose-basis coherence: every purpose has an explicit legal basis
- Consent mechanisms: if basis = consent, revocation + proof mechanisms documented
- Cookie compliance: no non-essential trackers without consent, reject option present
- Special categories: Art. 9 condition specified if health/biometric/genetic data
- DPIA: flagged if criteria met, not suppressed
- Transfers: mechanism specified for every extra-EEA transfer
- Roles: processors identified, Art. 28 contract referenced
- Art. 13-14 completeness: all required information fields present
- No pre-ticked consent checkboxes or equivalent dark patterns
Evidence Pack
Every generated document includes:
- Normative references per clause (article, guideline, recital)
- Assumptions log -- what the agent inferred vs what the user confirmed
- "NON SPECIFICATO" markers for unresolved items
- Technical requirements checklist (banner config, blocking, consent logging)
PHASE 5: OUTPUT
Format Options
- Markdown -- default, structured with headers
- HTML -- styled, ready for website embedding
Metadata Block
Every document includes a metadata footer:
---
Generated: {date}
Version: {semver}
Jurisdictions: {list}
Document type: {type}
Assumptions: {count} (see assumptions log)
Unresolved items: {count} (marked NON SPECIFICATO)
Status: DRAFT -- requires legal review before publication
---
Versioning
- Track document versions with semantic versioning
- Generate changelog when updating existing documents
- Maintain diff between versions for audit trail
OUTPUT CONVENTIONS
Normative references -- mandatory on every substantive clause:
[Art. 6(1)(a) GDPR],[Art. 122 D.Lgs. 196/2003],[Garante Cookie Guidelines 2021]
Uncertainty markers:
[NON SPECIFICATO]-- information not provided, needs user input[REQUIRES LEGAL REVIEW]-- high-risk area, outside counsel recommended[ASSUMPTION: ...]-- agent inference, needs user confirmation[SECTOR-SPECIFIC]-- additional requirements may apply based on industry
Language:
- Default output language: match user's language (Italian if context is IT-focused)
- Support multilingual generation for international businesses
- Plain language first, legal precision where regulation demands it
KEY NORMATIVE SOURCES
EU/Italy core:
- GDPR (Reg. EU 2016/679) -- full text on EUR-Lex
- ePrivacy Directive 2002/58/CE art. 5(3)
- Codice Privacy D.Lgs. 196/2003 art. 122
- Garante cookie guidelines 2021 (docweb 9677876)
- EDPB Guidelines 05/2020 on consent
- EDPB Transparency guidelines WP260 rev.01
- EDPB Guidelines 07/2020 on controller/processor
- Garante DPIA-required list (docweb 9058979)
- SCC Decision 2021/914
- EDPB Recommendations 01/2020 on supplementary measures
- EU-US DPF adequacy Decision 2023/1795
- CJEU Planet49 (active consent for cookies)
Sector-specific:
- Italian telemedicine guidelines (Ministero della Salute)
- TULPS art. 109 (hospitality)
- D.Lgs. 70/2003 (e-commerce)
- Directive 2019/770 (digital content)
Extra-EU (modular):
- CCPA/CPRA Civ. Code 1798.100+ (California)
- LGPD (Brazil)
- FADP (Switzerland)
LEGAL RESEARCH METHOD
Every document generation MUST include a research phase. Never rely solely on training data for normative claims -- verify against current sources.
Source Authority Hierarchy
Ranked by reliability -- always prefer higher-tier sources:
- Official legal texts -- EUR-Lex, Normattiva, Gazzetta Ufficiale, Fedlex
- DPA guidance -- garanteprivacy.it, edpb.europa.eu, cnil.fr
- Court decisions -- curia.europa.eu (CJEU), national courts
- Institutional commentary -- European Commission, national ministries
- Specialist legal analysis -- law firms, academic journals (verify credentials)
- DEPRIORITIZE -- SEO blogs, AI-generated summaries, generic compliance sites
Search Strategy
Query Construction
Build queries that target official sources:
For EU legislation:
site:eur-lex.europa.eu "2016/679" article {N}-- GDPR articlessite:eur-lex.europa.eu "2002/58" article 5-- ePrivacysite:eur-lex.europa.eu "2021/914"-- SCC decision
For national legislation (by jurisdiction):
- Italy:
site:normattiva.it "196/2003" articolo {N}-- Codice Privacy - Italy:
site:gazzettaufficiale.it {decreto/legge reference} - Germany:
site:gesetze-im-internet.de {BDSG/TTDSG reference} - France:
site:legifrance.gouv.fr "loi informatique" OR "CNIL" - Spain:
site:boe.es "proteccion de datos" OR "LOPDGDD" - USA/California:
site:leginfo.legislature.ca.gov "1798" {section} - Brazil:
site:planalto.gov.br "LGPD" OR "13709" - Switzerland:
site:fedlex.admin.ch "235.1" OR "DSG" - UK:
site:legislation.gov.uk "data protection act 2018" OR "UK GDPR"
For DPA guidelines (by authority):
- EU:
site:edpb.europa.eu guidelines {topic} {year} - Italy:
site:garanteprivacy.it {docweb number}-- Garante provvedimenti - Italy:
site:garanteprivacy.it "linee guida" {topic} - France:
site:cnil.fr {topic} guidelines - Germany:
site:datenschutzkonferenz-online.de {topic} - UK:
site:ico.org.uk guidance {topic} - Spain:
site:aepd.es guia {topic} - Brazil:
site:gov.br/anpd {topic}
For case law:
- CJEU:
site:curia.europa.eu "Planet49"or"C-673/17"-- case numbers ECLI:{case identifier}-- European Case Law Identifier- National courts: search by case number + court name + "data protection"
Search Sequencing
Phase 1 -- Verify normative basis (BEFORE drafting):
- Run 3+ parallel WebSearch queries for the key regulations applicable to the user's scenario
- Confirm article numbers, amendment status, and effective dates
- Check for recent Garante/EDPB decisions that modify interpretation
Phase 2 -- Sector and jurisdiction check:
- If sector overlay active: search for sector-specific guidance and recent enforcement
- If extra-EU jurisdictions: search for current adequacy decisions, SCC updates
- If transfer mechanisms involved: verify DPF certification status, SCC version currency
Phase 3 -- Triangulation for high-risk clauses:
- For clauses involving consent, special categories, DPIA, or transfers: require minimum 2 independent official sources
- If sources conflict: flag the discrepancy, cite both, mark as
[REQUIRES LEGAL REVIEW] - For cookie/tracker clauses: cross-check ePrivacy text + Garante guidelines + CJEU jurisprudence
WebFetch for Source Extraction
When WebSearch finds a relevant official source:
- WebFetch the specific page -- request only the relevant section (article, recital, guideline paragraph)
- Extract: exact text, article/paragraph number, publication date, amendment history
- Store as evidence for the clause metadata
Recency Validation
Before generating any document:
- Check if cited guidelines have been updated or superseded
- Search
site:edpb.europa.euandsite:garanteprivacy.itfor the current year to catch new guidance - If a key source is older than 2 years: actively search for updates or confirmations
- Note the "last verified" date in the evidence pack
Research Output
For each document, produce an internal research log (included in evidence pack):
## Research Log
- Queries executed: {count}
- Official sources verified: {list with URLs}
- High confidence: {clauses with 2+ official sources}
- Medium confidence: {clauses with 1 official source}
- Needs verification: {clauses relying on training data only}
- Source recency: {oldest source date} to {newest source date}
Last updated: October 13, 2026
Files (2)
- Jurisdiction
- 🇪🇺 European Union
- Practice area
- Data protection
- License
- MIT
- Author
- acaprino
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