diff --git a/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java b/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java
index 5c00644b2..e13f458d3 100644
--- a/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java
+++ b/service/src/main/java/org/whispersystems/textsecuregcm/WhisperServerService.java
@@ -204,6 +204,7 @@ import org.whispersystems.textsecuregcm.util.logging.UncaughtExceptionHandler;
 import org.whispersystems.textsecuregcm.websocket.AuthenticatedConnectListener;
 import org.whispersystems.textsecuregcm.websocket.ProvisioningConnectListener;
 import org.whispersystems.textsecuregcm.websocket.WebSocketAccountAuthenticator;
+import org.whispersystems.textsecuregcm.workers.AnalyzeDeviceCapabilitiesCommand;
 import org.whispersystems.textsecuregcm.workers.AssignUsernameCommand;
 import org.whispersystems.textsecuregcm.workers.CertificateCommand;
 import org.whispersystems.textsecuregcm.workers.CheckDynamicConfigurationCommand;
@@ -266,6 +267,7 @@ public class WhisperServerService extends Application<WhisperServerConfiguration
     bootstrap.addCommand(new ScheduledApnPushNotificationSenderServiceCommand());
     bootstrap.addCommand(new MessagePersisterServiceCommand());
     bootstrap.addCommand(new MigrateSignedECPreKeysCommand());
+    bootstrap.addCommand(new AnalyzeDeviceCapabilitiesCommand());
   }
 
   @Override
diff --git a/service/src/main/java/org/whispersystems/textsecuregcm/workers/AnalyzeDeviceCapabilitiesCommand.java b/service/src/main/java/org/whispersystems/textsecuregcm/workers/AnalyzeDeviceCapabilitiesCommand.java
new file mode 100644
index 000000000..8ea4f8d28
--- /dev/null
+++ b/service/src/main/java/org/whispersystems/textsecuregcm/workers/AnalyzeDeviceCapabilitiesCommand.java
@@ -0,0 +1,102 @@
+/*
+ * Copyright 2023 Signal Messenger, LLC
+ * SPDX-License-Identifier: AGPL-3.0-only
+ */
+
+package org.whispersystems.textsecuregcm.workers;
+
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import org.whispersystems.textsecuregcm.storage.Account;
+import org.whispersystems.textsecuregcm.storage.Device;
+import reactor.core.publisher.Flux;
+import reactor.core.publisher.ParallelFlux;
+
+import java.time.Duration;
+import java.time.Instant;
+import java.util.concurrent.atomic.AtomicLong;
+
+public class AnalyzeDeviceCapabilitiesCommand extends AbstractSinglePassCrawlAccountsCommand {
+
+  private static final Duration MAX_DEVICE_IDLE_DURATION = Duration.ofDays(90);
+
+  private static final Logger logger = LoggerFactory.getLogger(AnalyzeDeviceCapabilitiesCommand.class);
+
+  public AnalyzeDeviceCapabilitiesCommand() {
+    super("analyze-device-capabilities", "Analyze capability adoption among active devices");
+  }
+
+  @Override
+  protected void crawlAccounts(final ParallelFlux<Account> accounts) {
+    final AtomicLong senderKey = new AtomicLong(0);
+    final AtomicLong announcementGroup = new AtomicLong(0);
+    final AtomicLong changeNumber = new AtomicLong(0);
+    final AtomicLong pni = new AtomicLong(0);
+    final AtomicLong stories = new AtomicLong(0);
+    final AtomicLong giftBadges = new AtomicLong(0);
+    final AtomicLong paymentActivation = new AtomicLong(0);
+
+    final long devicesAnalyzed = accounts
+        .flatMap(account -> Flux.fromIterable(account.getDevices()))
+        .filter(device -> {
+          final Instant lastSeen = Instant.ofEpochMilli(device.getLastSeen());
+          final Duration durationSinceLastSeen = Duration.between(lastSeen, Instant.now());
+
+          return device.isEnabled() && durationSinceLastSeen.compareTo(MAX_DEVICE_IDLE_DURATION) <= 0;
+        })
+        .sequential()
+        .mapNotNull(Device::getCapabilities)
+        .doOnNext(deviceCapabilities -> {
+          if (deviceCapabilities.isSenderKey()) {
+            senderKey.incrementAndGet();
+          }
+
+          if (deviceCapabilities.isAnnouncementGroup()) {
+            announcementGroup.incrementAndGet();
+          }
+
+          if (deviceCapabilities.isChangeNumber()) {
+            changeNumber.incrementAndGet();
+          }
+
+          if (deviceCapabilities.isPni()) {
+            pni.incrementAndGet();
+          }
+
+          if (deviceCapabilities.isStories()) {
+            stories.incrementAndGet();
+          }
+
+          if (deviceCapabilities.isGiftBadges()) {
+            giftBadges.incrementAndGet();
+          }
+
+          if (deviceCapabilities.isPaymentActivation()) {
+            paymentActivation.incrementAndGet();
+          }
+        })
+        .count()
+        .blockOptional()
+        .orElse(0L);
+
+    logger.info("""
+            Analyzed devices:   {}
+            ----
+            Sender key:         {} ({}%)
+            Announcement group: {} ({}%)
+            Change number:      {} ({}%)
+            PNI:                {} ({}%)
+            Stories:            {} ({}%)
+            Gift badges:        {} ({}%)
+            Payment activation: {} ({}%)
+            """,
+        devicesAnalyzed,
+        senderKey.get(), 100 * ((double) senderKey.get()) / ((double) devicesAnalyzed),
+        announcementGroup.get(), 100 * ((double) announcementGroup.get()) / ((double) devicesAnalyzed),
+        changeNumber.get(), 100 * ((double) changeNumber.get()) / ((double) devicesAnalyzed),
+        pni.get(), 100 * ((double) pni.get()) / ((double) devicesAnalyzed),
+        stories.get(), 100 * ((double) stories.get()) / ((double) devicesAnalyzed),
+        giftBadges.get(), 100 * ((double) giftBadges.get()) / ((double) devicesAnalyzed),
+        paymentActivation.get(), 100 * ((double) paymentActivation.get()) / ((double) devicesAnalyzed));
+  }
+}