Audit: QRS - Olive Extract for Health & Longevity

Audit conducted on 16/08/2026 09:55 using AI4L / Opus 5

Iterations

Summary

Items Count
Total 93
Passed 85
Failed 0
N/A 8
Pass Rate 100.00%
  • Total = Passed + Failed + N/A
  • Pass Rate = Passed / (Passed + Failed) × 100
  • N/A items are excluded from the pass rate calculation

1. General Rules

# Description Result Comments
1.1 Every claim, magnitude, label, recommendation, and statement in the QRS is literally supported by content in the source ER. 🟢 Verified item by item against the ER: protocol cells (ER 354, 364, 368), time-to-effect (ER 411), benefit and risk headings (ER 160-224, 248-290), gate items (ER 310-332), monitoring table (ER 443-451) and qualitative markers (ER 455-460) all trace to ER text.
1.2 Where the ER uses cautious phrasing (“not formally studied”, “None documented in human trials to date”, “theoretical concern”, “data are limited”), the QRS uses the same phrasing. 🟢 Cautious ER phrasing is carried through: “genuinely conflicted” (ER 482), “where they occur” -> “Applies only where lipid and glucose changes occur at all”, “none compared the two directly” -> “the two were never compared directly”.
1.3 The QRS never strengthens an ER claim (e.g., “not formally studied” → “not required”) or softens one (e.g., “do not use during pregnancy” → “use with caution during pregnancy”). 🟢 No strengthening or softening detected; contraindications keep their absolute framing and speculative tiers keep their tier label.
1.4 The QRS does not relabel an ER fact under a different decision category. A “Benefit-Modifying Factor” from ER section is not surfaced as a “Caution”; a “Risk-Modifying Factor” is not surfaced as a “Side Effect”; etc. 🟢 Contraindications come from the ER’s “Populations who should avoid” list, interactions from the ER interaction bullets, risks from Potential Risks & Side Effects; no cross-category migration.
1.5 PubMed IDs, study citations, expert names, clinical trial identifiers (NCT*), and brand names appear in the QRS only if they appear in the source ER for the same fact. 🟢 No PMIDs, PubMed links, NCT identifiers, author names, or branded extract names (EFLA 943, Bonolive, Hytolive, OliPhenolia) appear anywhere in the QRS.
1.6 The QRS does not introduce new attributions. 🟢 No attributions of any kind are present in the QRS.

2. Focus, Tone & Audience

# Description Result Comments
2.1 The QRS follows the tone of the ER, which is determined by the ER’s own language, phrasing, and framing. 🟢 Matches the ER’s measured, evidence-first register.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Expert and data-driven (explicit thresholds and target ranges) while remaining accessible.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 Presents evidence and ER-stated protocol content without issuing instructions to a reader.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 No imperative or advisory constructions; the footer disclaimer is the unmodified template text.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 Content is stated descriptively (“Split dosing preferred”, “dosing with food is chosen for tolerability”) rather than as a recommendation to act.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person pronouns anywhere in the document.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Acronyms are expanded on first use in the monitoring table (HbA1c, LDL-C, hs-CRP, ALT, TSH); at-a-glance uses “blood sugar” and “cholesterol”.
2.8 Information is presented in a concise and very compact manner 🟢 Tiered single-line lists, a three-column marker table, and compact protocol cells; no prose paragraphs beyond the at-a-glance line.
2.9 It DOES NOT address the reader directly 🟢 Confirmed by full-text scan: no “you”/”your”.
2.10 The target audience is health- and longevity-oriented adults who are risk-aware, proactive, and actively seeking to optimize health or apply the intervention under review. 🟢 Content is pitched at readers already tracking blood pressure, lipids, glucose and thyroid markers at home.
2.11 The target audience is willing to employ lifestyle and behavioral changes as well as follow protocols that may be inconvenient, costly, or require effort. 🟢 Assumes twice-daily home blood pressure logging, daily fasting glucose for four weeks, and repeat panels at 12 weeks.
2.12 The document is NOT written for the general population, who are unwilling to employ lifestyle and behavioral changes or follow protocols that may be inconvenient, costly, or require effort. 🟢 The monitoring burden and standardization detail exceed what a general-population sheet would carry.
2.13 Framing, takeaways, and risk/benefit weighting throughout the document reflect this audience, including where an intervention’s signal for the average person differs from its signal for this audience. 🟢 The gates foreground the additive-effect risks that matter to a self-experimenting, already-medicated audience.
2.14 The document’s own voice frames usage in longevity terms, not “anti-aging” (e.g., “anti-aging clinics”, “anti-aging community”, “anti-aging medicine”). Proper names that contain “anti-aging” (e.g., “American Academy of Anti-Aging Medicine”) are quoted verbatim. 🟢 The term “anti-aging” does not appear; the speculative tier uses “Cellular Longevity Signaling”.
2.15 The document’s own voice uses formal clinical and scientific terminology, not colloquial or consumer-grade language (e.g., “oral medication” not “pill(s)”; “injection” not “shot”; “adverse event” not “bad reaction”). Direct quotes from sources are exempt. 🟢 Formal terminology throughout (“orthostatic hypotension”, “hepatic impairment”, “thyroid-stimulating hormone”); the qualitative markers reproduce ER wording verbatim.

3. Template Integrity

# Description Result Comments
3.1 The following labels and headings on the QRS are fixed and not modified: Card and section headings: “Protocol”, “Time to effect”, “Benefits”, “Risk & Side Effects”, “Monitoring”, “Qualitative Assessment”; Gate headings: “Contraindications”, “Key Interactions”; Tier labels: “High”, “Medium”, “Low”, “Speculative”; Table column headers in Monitoring: “Marker”, “Target”, “Why” 🟢 All fixed headings present unmodified: Protocol, Time to effect, Benefits, Risk & Side Effects, Monitoring, Qualitative Assessment, Contraindications, Key Interactions, High/Medium/Low/Speculative, Marker/Target/Why.
3.2 All “” from the [qrs_template] are present in the the QRS. 🟢 All template spans present: page_title, header_topic, header_subline_date, header_subline_model, at_a_glance, action_1-3 (label/value/sub), time_1-3 (label/value/sub), benefits_, stop_items, caution_items, risks_, marker_1-9_*, monitoring_cadence, qualitative_item_1-6.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 The non-variable spans (website=”evidence_review”, website=”audit”, website=”full_review”), the stylesheet link, the CSS block and the footer disclaimer are byte-identical to the template.

4. Formatting

# Description Result Comments
4.1 When the source ER section is empty, the QRS uses the ER’s own empty-state phrasing verbatim. Typical phrasings are “None documented in human trials to date” and “Not formally studied” N/A N/A — no section of the source ER is empty; every ER section drawn on by the QRS carries content, so no empty-state phrasing applies.
4.2 Where the ER presents a bulleted item as “Label: content”, the QRS uses the ER’s bold label verbatim as the cell or row label. 🟢 Protocol cell labels reproduce the ER’s bold labels verbatim: “Standard leaf extract protocol”, “Best time of day”, “Single versus split dosing” (ER 354, 364, 368).
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Gate labels reproduce the ER’s bold interaction labels; monitoring marker names reproduce the ER biomarker column verbatim.
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 Character-level scan confirms no code point above U+2500 in the file; the ER’s tier emoji and the “Conflicted” warning markers were correctly dropped.
4.5 The QRS is designed to render on one A4 page. Any section that has more content in the ER than fits the per-section budget is condensed by the LLM, not extended onto a second page. 🟢 The unmodified one-page template is used, with each section condensed relative to the ER: mechanisms, magnitudes, citations and modifying factors are all dropped, and gate items are trimmed to the key fact plus the qualifying parenthetical.

5. Metadata

# Description Result Comments
5.1 The metadata is placed inside a single HTML comment that is the first element after “<!doctype html>” and before any other comment, head, or body content. 🟢 The metadata comment is the first element after “<!doctype html>” at line 2, before the template comment at line 16 and the <html> element.
5.2 Inside that HTML comment the YAML block is delimited by a line “—” opening and a line “—” closing. Text before the opening “—” is permitted but is not parsed as YAML. 🟢 Opened at line 3 and closed at line 13; the preceding text “QRS - Metadata (invisible, parsed by audit tooling)” sits outside the delimiters.
5.3 The metadata is not visible in any rendered view of the QRS and is not surfaced by any other element on the sheet. 🟢 Enclosed in an HTML comment and not echoed by any visible element.
5.4 All frontmatter values are trimmed: no leading or trailing whitespace, no surrounding quotes unless the value contains a colon, bracket, or leading special character that requires YAML quoting. 🟢 All values trimmed; only “duration: "00:03"” is quoted, which is required because the value contains a colon.
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 “er_filename: olive_extract_2026-0825-0700_Opus_ER.md” at line 4.
5.6 Version of the QRS.md file used to create the document is stated as “qrs_prompt_version: [Version of QRS.md]” 🟢 “qrs_prompt_version: 26.7.02” at line 5, matching the version stated at the top of QRS.md.
5.7 Creation date and time of the document is stated as “qrs_creation_date: [YYYY-MMDD-HHMM]” (e.g., 2026-0501-1430) 🟢 “qrs_creation_date: 2026-0816-0943” at line 6, in YYYY-MMDD-HHMM form.
5.8 The nickname of the AI used to create the document is stated as “qrs_creator_ai_nickname: [qrs_creator_ai_nickname]” 🟢 “qrs_creator_ai_nickname: Opus” at line 7.
5.9 The nickname of the AI is just a single word model name without version, etc. (e.g., Opus, Sonnet, Grok, Gemini, ChatGPT) 🟢 “Opus” is a single word with no version or qualifier.
5.10 The full name of the AI used to create the document is stated as “qrs_creator_ai_fullname: [qrs_creator_ai_fullname]” 🟢 “qrs_creator_ai_fullname: Opus 5” at line 8.
5.11 The full name of the AI consists of the [qrs_creator_ai_nickname] and the model version number and no additional qualifier (e.g., Opus 4.6, Sonnet 3.2, Grok 4.5, Gemini 3.1, ChatGPT 5.4) 🟢 “Opus 5” is nickname plus version number with no additional qualifier.
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 “qrs_filename: olive_extract_2026-0825-0700_Opus_QRS.html” at line 9, matching the actual filename.
5.13 All frontmatter values are trimmed: no leading or trailing whitespace, no surrounding quotes unless the value contains a colon, bracket, or leading special character that requires YAML quoting. 🟢 Re-verified: no stray whitespace or unnecessary quoting on any key.

6. Page Title & Header

# Description Result Comments
6.1 [page_title] is set to the [canonical_topic] of the ER frontmatter followed by “ - Quick Reference Sheet” (e.g., “Intervention - Quick Reference Sheet”). The [canonical_topic] is HTML-entity-encoded as needed (e.g., &amp; for &) 🟢 “Olive Extract for Health & Longevity - Quick Reference Sheet” at line 22, with the ampersand entity-encoded.
6.2 [header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., &amp; for &) 🟢 “Olive Extract for Health & Longevity” at line 417, matching canonical_topic in the ER frontmatter.
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 “08/16/2026” at line 421, the MM/DD/YYYY form of qrs_creation_date 2026-0816.
6.4 [header_subline_model] is set to [qrs_creator_ai_fullname] 🟢 “Opus 5” at line 425, matching qrs_creator_ai_fullname.
6.5 No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker. 🟢 The header carries only the title and the template subline; no badge, version stamp, alternate-names line, audit date, or variant marker.

7. At-A-Glance Section

# Description Result Comments
7.1 [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section 🟢 Condenses the ER Conclusion (ER 482-486) into preparation, strongest finding, conflicted findings, hazard origin and product variability.
7.2 [at_a_glance] is no longer than 60 words 🟢 59 words, verified by word count.
7.3 Every fact in [at_a_glance] is supported by a distinct passage in the ER. 🟢 Each clause maps to a distinct Conclusion passage: ER 482 (preparation, blood pressure, conflicted lipids/glucose), ER 484 (hazards follow the benefit), ER 486 (product strength varies enormously).
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 Uses “blood pressure”, “cholesterol” and “blood sugar”; no acronyms or evidence-grade classifications.
7.5 It DOES NOT cite specific trials (names, years, sample sizes, p-values) 🟢 No trial names, years, sample sizes or p-values.
7.6 It DOES NOT cite effect sizes, relative risks, or statistical results 🟢 No effect sizes, confidence intervals or statistical results.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Derived from the ER’s “Populations who should avoid Olive Extract” list inside Key Interactions & Contraindications (ER 324-332).
8.2 [stop_items] represent the Contraindications from the ER 🟢 All seven ER avoid-list entries are represented, in ER order.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 Each item is a discrete <li></li> inside the [stop_items] span (lines 546-552).
8.4 Items are as concise as possible. No trailing explanations, no elaborations, no mechanistic rationale, no attributions, no citations, no study details. No content after an em-dash, en-dash, or hyphen-dash (e.g., “— dose reduction required”, “— reduced efficacy”) — these trailing clauses are stripped. Just the key fact. 🟢 Trailing rationale is stripped: “- human safety data are absent…” dropped from pregnancy/lactation, “- given the theoretical antiplatelet effect” dropped from the surgery item, and the “most advanced grade of liver failure” gloss dropped from Child-Pugh Class C.
8.5 Parenthetical qualifiers from the ER bullet — time windows, severity classes, threshold values, clinical staging — ARE preserved as part of the item, kept as concise as possible (shortened or trimmed where needed to fit the one-page budget, but never dropped entirely). 🟢 Qualifiers retained: “below 100 mmHg”, “(glucose below 70 mg/dL more than twice weekly)”, “(Child-Pugh Class C)”, “below 0.1 mIU/L”, “within 14 days”.
8.6 When the ER uses ranking notation inside parens (e.g., “>” for severity ordering) that depends on an explanatory phrase to interpret, normalize the items to a plain comma-separated list rather than carrying through the bare symbol. 🟢 The ER uses no ranking notation inside parentheses in this list, and none is carried through.
8.7 The section is left empty ONLY IF the ER’s Key Interactions & Contraindications section identifies no population, condition, or scenario for which the intervention should be avoided, deferred, or used only under specialist supervision. 🟢 The section is populated, and the ER does identify populations that should avoid the intervention, so leaving it empty would have been incorrect.
8.8 If the section is left empty, an HTML comment inside the [stop_items] span records the ER basis for the absence, naming or quoting the ER text relied on. E.g. N/A N/A — the Contraindications gate is populated with seven items, so the empty-section comment requirement does not apply.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Derived from the seven interaction bullets of the ER Key Interactions & Contraindications section (ER 310-322).
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 All seven ER interaction bullets are represented; none duplicates a contraindication.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Each item is a discrete <li></li> inside the [caution_items] span (lines 560-566).
9.4 Items are as concise as possible. No trailing explanations, no elaborations, no mechanistic rationale, no attributions, no citations, no study details. No content after an em-dash, en-dash, or hyphen-dash (e.g., “— dose reduction required”, “— reduced efficacy”) — these trailing clauses are stripped. Just the key fact. 🟢 The ER’s “- caution, monitor” / “- caution” suffixes and all mitigation clauses (“Mitigation: home blood pressure logging” etc.) are stripped; only the agent class and its examples remain.
9.5 Parenthetical qualifiers from the ER bullet — example drug lists, time windows, severity classes, threshold values, clinical staging — ARE preserved as part of the item, kept as concise as possible (shortened or trimmed where needed to fit the one-page budget, but never dropped entirely). 🟢 Named example drugs are preserved for every class: lisinopril/ramipril, losartan/valsartan, amlodipine, glipizide/glyburide, ibuprofen/naproxen, pseudoephedrine/phenylephrine.
9.6 When the ER uses ranking notation inside parens (e.g., “>” for severity ordering) that depends on an explanatory phrase to interpret, normalize the items to a plain comma-separated list rather than carrying through the bare symbol. 🟢 The ER uses no ranking notation inside parentheses in this list, and none is carried through.
9.7 The section is left empty ONLY IF the ER’s Key Interactions & Contraindications section identifies no interaction, additive effect, or exposure that changes how the intervention is used. 🟢 The section is populated, and the ER identifies seven interaction classes, so leaving it empty would have been incorrect.
9.8 If the section is left empty, an HTML comment inside the [caution_items] span records the ER basis for the absence, naming or quoting the ER text relied on. E.g. N/A N/A — the Key Interactions gate is populated with seven items, so the empty-section comment requirement does not apply.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢 Derived from the ER Therapeutic Protocol section (ER 352-378).
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Covers dose and standardization (ER 354), timing (ER 364) and dose splitting (ER 368) - the three aspects that determine how the intervention is actually taken.
10.3 If less that three distinct actionable implementation aspects are mentioned in the ER the unused sets are left empty and made invisible, not filled with placeholder text or empty-state phrasing. N/A N/A — three distinct actionable implementation aspects are present (dose/standardization, timing, split dosing), so no set is unused.
10.4 All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. 🟢 All nine protocol cells carry ER-derived content; none is placeholder or empty-state text.

11. Time to Effect

# Description Result Comments
11.1 The three sets of [time] items cover the three most important time-to-effect aspects from the ER 🟢 Blood pressure, lipids and glucose, and bone markers are the only three time-to-effect aspects the ER states (ER 411).
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Ordered by benefit tier: blood pressure (High), lipids and glucose (Medium), bone density (Low).
11.3 If less that three distinct time-to-effect aspects are mentioned in the ER the unused sets are left empty and made invisible, not filled with placeholder text or empty-state phrasing. N/A N/A — three distinct time-to-effect aspects are present (blood pressure, lipids and glucose, bone markers), so no set is unused.
11.4 All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. 🟢 All nine time-to-effect cells carry ER-derived content, including the ER’s own hedges (“where they occur”).
11.5 If the ER does not provide any information on time to effect, the section is removed completely from the Protocol Panel N/A N/A — the ER provides time-to-effect information (Practical Considerations, ER line 411), so the section is correctly retained.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢 Derived from the ER Expected Benefits section (ER 156-224).
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four benefit spans are present and populated.
12.3 Items are as concise as possible. No explanations, no elaborations, no effect sizes, no qualifiers, no attributions, no citations, no study details, no mechanistic explanations, etc. Just the key fact. 🟢 Only the ER’s benefit headings are carried; magnitudes, mechanisms and trial descriptions are dropped.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 The ER’s “Conflicted” markers and all parenthetical detail are stripped from the benefit entries.
12.5 If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing. N/A N/A — all four benefit tiers (high, medium, low, speculative) carry items, so no span needs hiding.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 Derived from the ER Potential Risks & Side Effects section (ER 244-290).
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four risk spans are present and populated.
13.3 Items are as concise as possible. No explanations, no elaborations, no effect sizes, no qualifiers, no attributions, no citations, no study details, no mechanistic explanations, etc. Just the key fact. 🟢 Only the ER’s risk headings are carried; magnitudes, mechanisms and trial descriptions are dropped.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parenthetical frequencies, severity grades or study notes survive into the risk entries.
13.5 If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing. N/A N/A — all four risk tiers (high, medium, low, speculative) carry items, so no span needs hiding.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 Derived from the ER Monitoring Protocol & Defining Success section (ER 435-451).
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All nine ER biomarkers are listed with their optimal ranges and rationale verbatim: blood pressure, fasting glucose, HbA1c, fasting insulin, triglycerides, LDL-C, hs-CRP, ALT, TSH.
14.3 [monitoring_cadence] is populated with the monitoring cadence/frequency derived from the ER Monitoring section. It is not left with placeholder text or empty. 🟢 Populated with the ER’s ongoing-monitoring cadence (ER 439), covering home blood pressure, fasting glucose, the 12-week panel, TSH at 8-12 weeks and the 6-12 month repeat.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 Derived from the ER’s qualitative marker list inside Monitoring Protocol & Defining Success (ER 453-460).
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All six ER qualitative markers are listed, in ER order, with their identifying wording intact.

Issues 16/08/2026 09:55

Pass rate 100.00%. No issues found.

Issues 16/08/2026 09:47

  1. 11.4 — Dangling time-to-effect caption: [time_2_sub] at line 504 contains only “Where they occur”, a fragment cut out of ER line 411 that loses its antecedent and renders as an uninterpretable caption under the “Lipids and glucose / 6–12 weeks” cell.

Fixes 16/08/2026 09:47

  1. 11.4 — Dangling time-to-effect caption: Replaced [time_2_sub] “Where they occur” with “Applies only where lipid and glucose changes occur at all”, restoring the antecedent lost when the fragment was cut from ER line 411.