{
  "title": "Zepbound workflow evidence in US App Store written reviews",
  "publisher": "GlucoPal / The Manhattan App Studio LLC",
  "collectedAtUTC": "2026-09-13T14:42:00.761715+00:00",
  "protocol": {
    "study": "Zepbound workflow evidence in US App Store written reviews",
    "protocolVersion": 1,
    "fixedBeforeCollection": true,
    "storefront": "us",
    "windowStartInclusive": "2026-03-17",
    "windowEndInclusive": "2026-09-13",
    "order": "mostRecent",
    "maxPagesPerApp": 10,
    "apps": {
      "glucopal": "6670317407",
      "shotsy": "6499510249",
      "meagain": "6744178534",
      "glapp": "6756984097",
      "pep": "6504788281"
    },
    "primarySubset": "Case-insensitive whole-word Zepbound in review title or body; manually inspect all matches. Tirzepatide alone is not classified as Zepbound.",
    "inclusion": "All star levels; deduplicate by app ID and review ID; use feed updated date, not an assumed original publication date. Include only records in the fixed date window.",
    "coverage": "Use accessible pages through the last page advertised by Apple, capped at ten. Report per-app date span, duplicates, failures, and whether the window start is reached. Do not treat a capped feed as complete history.",
    "coding": "Manually code every explicit Zepbound match for reviewer context, positive workflow evidence, requests/complaints, and mixed feedback. Preserve app, review ID, page URL, updated date, version and stars. No favorable-only filtering. Keyword searches in the remainder are exploratory only.",
    "validation": "Second pass over every coded Zepbound review against source text; no independent second reviewer is claimed. Check a deterministic sample of nonmatches for terminology gaps. Verify selected current feature claims against primary product listings.",
    "publication": "Publish aggregates, compact paraphrases and limited attributed excerpts, not a full-text mirror or reviewer profile data. Disclose GlucoPal authorship and sampling limitations. No user prevalence, clinical efficacy, causal benefit or cross-app superiority claims from review frequencies. Ratings without text are excluded."
  },
  "counts": {
    "retrieved": 1488,
    "inWindow": 1244,
    "explicitZepbound": 40
  },
  "interpretation": "Descriptive analysis of accessible written reviews, not all users or an app ranking. No independent second coder. Full text and reviewer profiles are not republished.",
  "coverage": [
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      "appId": "6670317407",
      "listingName": "Zepbound & Mounjaro Tracker",
      "listingUrl": "https://apps.apple.com/us/app/zepbound-mounjaro-tracker/id6670317407",
      "listingVersion": "2.5.0",
      "uniqueRetrieved": 283,
      "inWindow": 136,
      "explicitZepbound": 10,
      "windowObservedStart": "2026-03-23",
      "windowObservedEnd": "2026-09-12",
      "starDistributionInWindow": {
        "1": 4,
        "2": 1,
        "3": 3,
        "4": 13,
        "5": 115
      },
      "reviewHistoryCappedBeforeWindowStart": false,
      "pages": [
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          "page": 1,
          "url": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
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          "reviewEntries": 50
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          "reviewEntries": 50
        },
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          "reviewEntries": 33
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      ]
    },
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      "listingVersion": "3.3.8",
      "uniqueRetrieved": 500,
      "inWindow": 500,
      "explicitZepbound": 19,
      "windowObservedStart": "2026-06-05",
      "windowObservedEnd": "2026-09-12",
      "starDistributionInWindow": {
        "1": 27,
        "2": 15,
        "3": 25,
        "4": 41,
        "5": 392
      },
      "reviewHistoryCappedBeforeWindowStart": true,
      "pages": [
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          "reviewEntries": 0,
          "emptyEndpointRetried": true
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        }
      ]
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "listingName": "MeAgain: GLP-1 Tracker App",
      "listingUrl": "https://apps.apple.com/us/app/meagain-glp-1-tracker-app/id6744178534",
      "listingVersion": "2.3.0",
      "uniqueRetrieved": 500,
      "inWindow": 494,
      "explicitZepbound": 10,
      "windowObservedStart": "2026-03-17",
      "windowObservedEnd": "2026-09-11",
      "starDistributionInWindow": {
        "1": 46,
        "2": 16,
        "3": 19,
        "4": 37,
        "5": 376
      },
      "reviewHistoryCappedBeforeWindowStart": false,
      "pages": [
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          "url": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6744178534/sortBy=mostRecent/json",
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          "reviewEntries": 50
        }
      ]
    },
    {
      "app": "glapp",
      "appId": "6756984097",
      "listingName": "Glapp — Smart GLP-1 Tracker",
      "listingUrl": "https://apps.apple.com/us/app/glapp-smart-glp-1-tracker/id6756984097",
      "listingVersion": "1.1.30",
      "uniqueRetrieved": 98,
      "inWindow": 98,
      "explicitZepbound": 1,
      "windowObservedStart": "2026-03-23",
      "windowObservedEnd": "2026-09-10",
      "starDistributionInWindow": {
        "1": 8,
        "2": 7,
        "3": 6,
        "4": 5,
        "5": 72
      },
      "reviewHistoryCappedBeforeWindowStart": false,
      "pages": [
        {
          "page": 1,
          "url": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6756984097/sortBy=mostRecent/json",
          "sha256": "4423e32eb1b4ff09b9057fbcf60d94131b2b77743d1a7ca8e73d3044bcf1123d",
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          "reviewEntries": 48
        }
      ]
    },
    {
      "app": "pep",
      "appId": "6504788281",
      "listingName": "GLP 1 Tracker",
      "listingUrl": "https://apps.apple.com/us/app/glp-1-tracker/id6504788281",
      "listingVersion": "3.0.0",
      "uniqueRetrieved": 107,
      "inWindow": 16,
      "explicitZepbound": 0,
      "windowObservedStart": "2026-04-05",
      "windowObservedEnd": "2026-09-09",
      "starDistributionInWindow": {
        "1": 3,
        "2": 3,
        "4": 2,
        "5": 8
      },
      "reviewHistoryCappedBeforeWindowStart": false,
      "pages": [
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          "url": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6504788281/sortBy=mostRecent/json",
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        },
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      ]
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  ],
  "codedReviews": [
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14511756397",
      "updated": "2026-09-04T18:45:30-07:00",
      "updatedDateUTC": "2026-09-05",
      "stars": 5,
      "version": "2.4.0",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "combined_tracking",
        "shots",
        "weight",
        "food",
        "water",
        "replaced_other_apps"
      ],
      "summary": "Describes consolidating shot, weight, food and water records."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14463998016",
      "updated": "2026-08-23T14:04:00-07:00",
      "updatedDateUTC": "2026-08-23",
      "stars": 5,
      "version": "2.4.0",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
      "context": "zepbound_related",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "meal_scanning",
        "nutrition",
        "symptom_context"
      ],
      "summary": "Values plate scanning and nutrition context; no accuracy validation."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14416274776",
      "updated": "2026-08-11T15:19:36-07:00",
      "updatedDateUTC": "2026-08-11",
      "stars": 5,
      "version": "2.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
      "context": "other_medication",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "reminders",
        "symptoms"
      ],
      "summary": "Uses Mounjaro; excluded from Zepbound experience evidence."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14415634721",
      "updated": "2026-08-11T11:31:07-07:00",
      "updatedDateUTC": "2026-08-11",
      "stars": 5,
      "version": "2.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
      "context": "title_only",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "general_praise"
      ],
      "summary": "Zepbound in title; praise without workflow detail."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14401124594",
      "updated": "2026-08-07T18:58:56-07:00",
      "updatedDateUTC": "2026-08-08",
      "stars": 5,
      "version": "2.3.6",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "injection_sites",
        "progress",
        "ease"
      ],
      "summary": "Values weekly site history and progress tracking."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14392395029",
      "updated": "2026-08-05T13:55:12-07:00",
      "updatedDateUTC": "2026-08-05",
      "stars": 5,
      "version": "2.3.6",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
      "context": "prospective",
      "sentiment": "hopeful",
      "concreteWorkflow": false,
      "themes": [],
      "summary": "New download expressing expectations, not demonstrated use."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14209742817",
      "updated": "2026-06-21T09:46:48-07:00",
      "updatedDateUTC": "2026-06-21",
      "stars": 5,
      "version": "2.3.0",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6670317407/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "goals",
        "progress",
        "appointment_records"
      ],
      "summary": "Used organized records during a doctor appointment."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14028713152",
      "updated": "2026-05-04T14:12:01-07:00",
      "updatedDateUTC": "2026-05-04",
      "stars": 5,
      "version": "2.2.1",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6670317407/sortBy=mostRecent/json",
      "context": "title_only",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "ease",
        "general_tracking"
      ],
      "summary": "Zepbound title with general ease-of-use praise."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "14018258917",
      "updated": "2026-05-01T17:39:06-07:00",
      "updatedDateUTC": "2026-05-02",
      "stars": 5,
      "version": "2.2.1",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6670317407/sortBy=mostRecent/json",
      "context": "zepbound_related",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "general_tracking",
        "progress"
      ],
      "summary": "Broad approval of tracking Zepbound progress."
    },
    {
      "app": "glucopal",
      "appId": "6670317407",
      "reviewId": "13902769307",
      "updated": "2026-03-30T02:16:41-07:00",
      "updatedDateUTC": "2026-03-30",
      "stars": 5,
      "version": "2.2.1",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6670317407/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "injection_sites",
        "weight",
        "ease"
      ],
      "summary": "Records injection sites and weight; finds it easy."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14536822582",
      "updated": "2026-09-11T05:24:00-07:00",
      "updatedDateUTC": "2026-09-11",
      "stars": 5,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "organized_records",
        "analytics",
        "ease"
      ],
      "summary": "Values organized medication information and analysis."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14521710959",
      "updated": "2026-09-07T08:01:37-07:00",
      "updatedDateUTC": "2026-09-07",
      "stars": 5,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "shots"
      ],
      "summary": "Reports help keeping a Zepbound dosing record."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14501521125",
      "updated": "2026-09-02T05:04:54-07:00",
      "updatedDateUTC": "2026-09-02",
      "stars": 4,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "injection_sites",
        "weight",
        "symptoms"
      ],
      "summary": "Values site, weight and symptom tracking."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14487405334",
      "updated": "2026-08-29T13:49:30-07:00",
      "updatedDateUTC": "2026-08-29",
      "stars": 5,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "shots",
        "reminders",
        "weight",
        "food",
        "combined_tracking"
      ],
      "summary": "Values shot reminders and combined tracking."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14463261179",
      "updated": "2026-08-23T09:55:58-07:00",
      "updatedDateUTC": "2026-08-23",
      "stars": 5,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6499510249/sortBy=mostRecent/json",
      "context": "other_medication",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "widget",
        "reminders"
      ],
      "summary": "Did not start Zepbound; tracks a different injection."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14460616091",
      "updated": "2026-08-22T17:20:22-07:00",
      "updatedDateUTC": "2026-08-23",
      "stars": 4,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6499510249/sortBy=mostRecent/json",
      "context": "title_only",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "shots",
        "nutrition",
        "weight"
      ],
      "summary": "Zepbound title; tracks shots, calories and weight."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14431374057",
      "updated": "2026-08-15T09:10:09-07:00",
      "updatedDateUTC": "2026-08-15",
      "stars": 5,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "reminders",
        "injection_sites",
        "weight",
        "symptoms"
      ],
      "summary": "Praises reminders, site history and symptom trends."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14416445747",
      "updated": "2026-08-11T16:26:14-07:00",
      "updatedDateUTC": "2026-08-11",
      "stars": 5,
      "version": "3.3.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=4/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_related",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "general_tracking"
      ],
      "summary": "Describes structure for a Zepbound routine."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14404274578",
      "updated": "2026-08-08T14:24:59-07:00",
      "updatedDateUTC": "2026-08-08",
      "stars": 5,
      "version": "3.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=4/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "shots"
      ],
      "summary": "Pleased with recording Zepbound injections."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14386950161",
      "updated": "2026-08-04T06:55:27-07:00",
      "updatedDateUTC": "2026-08-04",
      "stars": 5,
      "version": "3.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=5/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "notes",
        "appointment_preparation"
      ],
      "summary": "Plans to use recorded notes at an appointment."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14380947742",
      "updated": "2026-08-02T19:15:25-07:00",
      "updatedDateUTC": "2026-08-03",
      "stars": 5,
      "version": "3.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=5/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "progress",
        "general_praise"
      ],
      "summary": "General praise for tracking Zepbound progress."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14379559891",
      "updated": "2026-08-02T10:49:10-07:00",
      "updatedDateUTC": "2026-08-02",
      "stars": 5,
      "version": "3.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=5/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "graphs",
        "symptoms",
        "progress"
      ],
      "summary": "Values readable progress and symptom graphs."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14375502001",
      "updated": "2026-08-01T10:26:48-07:00",
      "updatedDateUTC": "2026-08-01",
      "stars": 5,
      "version": "3.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=5/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "mixed",
      "concreteWorkflow": true,
      "themes": [
        "injection_sites",
        "weight",
        "graphs",
        "feature_request"
      ],
      "summary": "Values sites and trends; requests other display options."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14346705779",
      "updated": "2026-07-25T07:42:44-07:00",
      "updatedDateUTC": "2026-07-25",
      "stars": 5,
      "version": "3.3.7",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=5/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "shots",
        "ease"
      ],
      "summary": "Finds Zepbound shot logging easy."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14207316822",
      "updated": "2026-06-20T18:33:36-07:00",
      "updatedDateUTC": "2026-06-21",
      "stars": 5,
      "version": "3.3.2",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=9/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "injection_sites",
        "symptoms",
        "weight",
        "schedule",
        "organized_records"
      ],
      "summary": "Values site history, symptoms and longer-term records."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14203712558",
      "updated": "2026-06-19T20:25:37-07:00",
      "updatedDateUTC": "2026-06-20",
      "stars": 5,
      "version": "3.3.2",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=9/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "schedule",
        "weight",
        "graphs",
        "sharing"
      ],
      "summary": "Praises schedule, trends and shareable charts."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14181808458",
      "updated": "2026-06-14T06:44:45-07:00",
      "updatedDateUTC": "2026-06-14",
      "stars": 5,
      "version": "3.3.0",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=10/id=6499510249/sortBy=mostRecent/json",
      "context": "title_only",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "general_tracking",
        "value"
      ],
      "summary": "Zepbound title; general tracking and value praise."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14171923068",
      "updated": "2026-06-11T17:28:25-07:00",
      "updatedDateUTC": "2026-06-12",
      "stars": 5,
      "version": "3.3.0",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=10/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "shots",
        "graphs",
        "progress"
      ],
      "summary": "Values weekly injection records and progress graphs."
    },
    {
      "app": "shotsy",
      "appId": "6499510249",
      "reviewId": "14156535378",
      "updated": "2026-06-07T17:38:35-07:00",
      "updatedDateUTC": "2026-06-08",
      "stars": 5,
      "version": "3.3.0",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=10/id=6499510249/sortBy=mostRecent/json",
      "context": "zepbound_related",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "general_praise"
      ],
      "summary": "General endorsement without specific workflow evidence."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14515413299",
      "updated": "2026-09-05T16:24:12-07:00",
      "updatedDateUTC": "2026-09-05",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6744178534/sortBy=mostRecent/json",
      "context": "title_only",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "general_praise"
      ],
      "summary": "Zepbound title; brief positive feedback."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14481589016",
      "updated": "2026-08-28T03:54:06-07:00",
      "updatedDateUTC": "2026-08-28",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6744178534/sortBy=mostRecent/json",
      "context": "title_only",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "water",
        "reminders",
        "ease"
      ],
      "summary": "Zepbound title; values hydration reminders."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14432034191",
      "updated": "2026-08-15T12:38:22-07:00",
      "updatedDateUTC": "2026-08-15",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6744178534/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "mixed",
      "concreteWorkflow": true,
      "themes": [
        "food",
        "meal_scanning",
        "nutrition",
        "medication_levels",
        "notification_request",
        "food_bookmark_request"
      ],
      "summary": "Likes food tools; requests notification and bookmark improvements."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14391754677",
      "updated": "2026-08-05T10:19:42-07:00",
      "updatedDateUTC": "2026-08-05",
      "stars": 1,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=4/id=6744178534/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "negative",
      "concreteWorkflow": true,
      "themes": [
        "nutrition_accuracy_complaint",
        "stopped_using"
      ],
      "summary": "Reports incorrect scanned nutrition and deleting the app."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14371396625",
      "updated": "2026-07-31T10:16:41-07:00",
      "updatedDateUTC": "2026-07-31",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=4/id=6744178534/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "shots",
        "appointment_preparation",
        "progress"
      ],
      "summary": "Keeps shot records to show a clinician."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14370593861",
      "updated": "2026-07-31T06:27:22-07:00",
      "updatedDateUTC": "2026-07-31",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=4/id=6744178534/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "reminders",
        "nutrition",
        "meal_scanning"
      ],
      "summary": "Values shot reminders and restaurant meal scanning."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14359960136",
      "updated": "2026-07-28T14:32:29-07:00",
      "updatedDateUTC": "2026-07-28",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=5/id=6744178534/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "mixed",
      "concreteWorkflow": true,
      "themes": [
        "meal_scanning",
        "nutrition",
        "nutrition_accuracy_complaint",
        "editing"
      ],
      "summary": "Likes photo logging but checks and corrects estimates."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14266775957",
      "updated": "2026-07-05T10:15:44-07:00",
      "updatedDateUTC": "2026-07-05",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=7/id=6744178534/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": false,
      "themes": [
        "general_tracking"
      ],
      "summary": "Broad tracking praise; outcome claims not analyzed."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "14214461473",
      "updated": "2026-06-22T15:02:24-07:00",
      "updatedDateUTC": "2026-06-22",
      "stars": 5,
      "version": "2.2.5",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=8/id=6744178534/sortBy=mostRecent/json",
      "context": "title_only",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "nutrition",
        "water"
      ],
      "summary": "Zepbound title; values nutrition and water tracking."
    },
    {
      "app": "meagain",
      "appId": "6744178534",
      "reviewId": "13857610084",
      "updated": "2026-03-17T06:20:34-07:00",
      "updatedDateUTC": "2026-03-17",
      "stars": 5,
      "version": "2.1.8",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=10/id=6744178534/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "nutrition",
        "water",
        "food",
        "progress",
        "ease"
      ],
      "summary": "Values food logging and nutrition/hydration goals."
    },
    {
      "app": "glapp",
      "appId": "6756984097",
      "reviewId": "14443176514",
      "updated": "2026-08-18T08:10:29-07:00",
      "updatedDateUTC": "2026-08-18",
      "stars": 5,
      "version": "1.1.22",
      "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6756984097/sortBy=mostRecent/json",
      "context": "zepbound_experience",
      "sentiment": "positive",
      "concreteWorkflow": true,
      "themes": [
        "injection_sites",
        "shots",
        "site_reactions",
        "ease"
      ],
      "summary": "Values dose records, site reactions and simple logging."
    }
  ],
  "exploratoryAudit": {
    "selection": "Exploratory after primary collection: lowest three SHA-256 hashes of zepbound-audit-v1:<app>:<reviewId> per app within each of 1-3-star and 4-5-star in-window exact-keyword nonmatches. Not prevalence-weighted.",
    "audit": [
      {
        "app": "glucopal",
        "reviewId": "13905586782",
        "updatedDateUTC": "2026-03-31",
        "stars": 1,
        "version": "2.2.1",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6670317407/sortBy=mostRecent/json",
        "summary": "Reports difficulty editing treatment dates; current behavior not tested."
      },
      {
        "app": "glucopal",
        "reviewId": "14030642932",
        "updatedDateUTC": "2026-05-05",
        "stars": 3,
        "version": "2.2.1",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6670317407/sortBy=mostRecent/json",
        "summary": "Praises simplicity; asks for exercise and nutrition detail."
      },
      {
        "app": "glucopal",
        "reviewId": "14372229648",
        "updatedDateUTC": "2026-07-31",
        "stars": 2,
        "version": "2.3.6",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
        "summary": "Reports meal-recognition errors and requests more flexible entry."
      },
      {
        "app": "glucopal",
        "reviewId": "14050379627",
        "updatedDateUTC": "2026-05-10",
        "stars": 5,
        "version": "2.2.1",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6670317407/sortBy=mostRecent/json",
        "summary": "Values private photos and ease of use."
      },
      {
        "app": "glucopal",
        "reviewId": "14298623689",
        "updatedDateUTC": "2026-07-13",
        "stars": 5,
        "version": "2.3.3",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6670317407/sortBy=mostRecent/json",
        "summary": "Values combined site, weight and meal records."
      },
      {
        "app": "glucopal",
        "reviewId": "14383227938",
        "updatedDateUTC": "2026-08-03",
        "stars": 5,
        "version": "2.3.6",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6670317407/sortBy=mostRecent/json",
        "summary": "General positive feedback."
      },
      {
        "app": "shotsy",
        "reviewId": "14447316003",
        "updatedDateUTC": "2026-08-19",
        "stars": 2,
        "version": "3.3.8",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6499510249/sortBy=mostRecent/json",
        "summary": "Disappointed by nutrition workflow and value."
      },
      {
        "app": "shotsy",
        "reviewId": "14213191444",
        "updatedDateUTC": "2026-06-22",
        "stars": 1,
        "version": "3.3.2",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=9/id=6499510249/sortBy=mostRecent/json",
        "summary": "Objects to a rating request during setup."
      },
      {
        "app": "shotsy",
        "reviewId": "14250656307",
        "updatedDateUTC": "2026-07-01",
        "stars": 3,
        "version": "3.3.3",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=8/id=6499510249/sortBy=mostRecent/json",
        "summary": "Finds tracking useful but questions upgrade value."
      },
      {
        "app": "shotsy",
        "reviewId": "14467843606",
        "updatedDateUTC": "2026-08-24",
        "stars": 5,
        "version": "3.3.8",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6499510249/sortBy=mostRecent/json",
        "summary": "Values tracking; describes medications other than explicit Zepbound."
      },
      {
        "app": "shotsy",
        "reviewId": "14509782929",
        "updatedDateUTC": "2026-09-04",
        "stars": 5,
        "version": "3.3.8",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/id=6499510249/sortBy=mostRecent/json",
        "summary": "General positive tracking feedback."
      },
      {
        "app": "shotsy",
        "reviewId": "14168118934",
        "updatedDateUTC": "2026-06-11",
        "stars": 4,
        "version": "3.3.0",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=10/id=6499510249/sortBy=mostRecent/json",
        "summary": "Positive feedback with a different medication reference."
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      {
        "app": "meagain",
        "reviewId": "14368457009",
        "updatedDateUTC": "2026-07-31",
        "stars": 3,
        "version": "2.2.5",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=4/id=6744178534/sortBy=mostRecent/json",
        "summary": "Describes a different use case outside this weight-loss study."
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      {
        "app": "meagain",
        "reviewId": "14303001670",
        "updatedDateUTC": "2026-07-14",
        "stars": 1,
        "version": "2.2.5",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=6/id=6744178534/sortBy=mostRecent/json",
        "summary": "Objects to subscription expectations after entering information."
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      {
        "app": "meagain",
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        "stars": 1,
        "version": "2.2.5",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6744178534/sortBy=mostRecent/json",
        "summary": "Reports usability and data-transfer frustration; describes refund."
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      {
        "app": "meagain",
        "reviewId": "14420586232",
        "updatedDateUTC": "2026-08-13",
        "stars": 5,
        "version": "2.2.5",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6744178534/sortBy=mostRecent/json",
        "summary": "Praises ease of use."
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      {
        "app": "meagain",
        "reviewId": "14525866122",
        "updatedDateUTC": "2026-09-08",
        "stars": 5,
        "version": "2.2.5",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6744178534/sortBy=mostRecent/json",
        "summary": "Early positive impression."
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      {
        "app": "meagain",
        "reviewId": "13893054783",
        "updatedDateUTC": "2026-03-27",
        "stars": 5,
        "version": "2.2.0",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=10/id=6744178534/sortBy=mostRecent/json",
        "summary": "Values meal photos and estimated medication context."
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      {
        "app": "glapp",
        "reviewId": "14199604377",
        "updatedDateUTC": "2026-06-19",
        "stars": 1,
        "version": "1.0.47",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6756984097/sortBy=mostRecent/json",
        "summary": "Objects to blurred panels after subscription changes."
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      {
        "app": "glapp",
        "reviewId": "14202085447",
        "updatedDateUTC": "2026-06-19",
        "stars": 2,
        "version": "1.0.47",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6756984097/sortBy=mostRecent/json",
        "summary": "Likes app but objects to changed feature access."
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      {
        "app": "glapp",
        "reviewId": "14527344446",
        "updatedDateUTC": "2026-09-09",
        "stars": 3,
        "version": "1.1.27",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6756984097/sortBy=mostRecent/json",
        "summary": "Requests a maintenance setting."
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      {
        "app": "glapp",
        "reviewId": "14038339013",
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        "stars": 5,
        "version": "1.0.44",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6756984097/sortBy=mostRecent/json",
        "summary": "Describes switching and values supply tracking."
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      {
        "app": "glapp",
        "reviewId": "14198201721",
        "updatedDateUTC": "2026-06-18",
        "stars": 5,
        "version": "1.0.47",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6756984097/sortBy=mostRecent/json",
        "summary": "Praises longer-term overview and developers."
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      {
        "app": "glapp",
        "reviewId": "13961260964",
        "updatedDateUTC": "2026-04-15",
        "stars": 5,
        "version": "1.0.35",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=2/id=6756984097/sortBy=mostRecent/json",
        "summary": "Praises support and overall fit."
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      {
        "app": "pep",
        "reviewId": "14517873116",
        "updatedDateUTC": "2026-09-06",
        "stars": 1,
        "version": "2.2.1",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6504788281/sortBy=mostRecent/json",
        "summary": "Reports phone-change access difficulty before version 3.0.0."
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      {
        "app": "pep",
        "reviewId": "14338862747",
        "updatedDateUTC": "2026-07-23",
        "stars": 1,
        "version": "2.1.2",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6504788281/sortBy=mostRecent/json",
        "summary": "Objects to upgrade prompts."
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      {
        "app": "pep",
        "reviewId": "14464642064",
        "updatedDateUTC": "2026-08-24",
        "stars": 1,
        "version": "2.2.1",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6504788281/sortBy=mostRecent/json",
        "summary": "Reports Apple Health sync difficulty."
      },
      {
        "app": "pep",
        "reviewId": "13956936388",
        "updatedDateUTC": "2026-04-14",
        "stars": 5,
        "version": "2.0.2",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6504788281/sortBy=mostRecent/json",
        "summary": "Likes tracking; asks for improved food and barcode coverage."
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      {
        "app": "pep",
        "reviewId": "14357844090",
        "updatedDateUTC": "2026-07-28",
        "stars": 5,
        "version": "2.1.2",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6504788281/sortBy=mostRecent/json",
        "summary": "Values easy progress overview."
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      {
        "app": "pep",
        "reviewId": "14372024391",
        "updatedDateUTC": "2026-07-31",
        "stars": 5,
        "version": "2.2.0",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6504788281/sortBy=mostRecent/json",
        "summary": "Finds entry logging easy."
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    ],
    "lexicalSensitivity": [
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        "app": "glapp",
        "reviewId": "14523064765",
        "updatedDateUTC": "2026-09-07",
        "stars": 5,
        "version": "1.1.23",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=1/id=6756984097/sortBy=mostRecent/json"
      },
      {
        "app": "meagain",
        "reviewId": "14438633388",
        "updatedDateUTC": "2026-08-17",
        "stars": 5,
        "version": "2.2.5",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=3/id=6744178534/sortBy=mostRecent/json"
      },
      {
        "app": "shotsy",
        "reviewId": "14327500589",
        "updatedDateUTC": "2026-07-20",
        "stars": 5,
        "version": "3.3.5",
        "sourceUrl": "https://itunes.apple.com/us/rss/customerreviews/page=6/id=6499510249/sortBy=mostRecent/json"
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}