diff --git a/apps/sim/lib/compare/data/competitors/claude-cowork.ts b/apps/sim/lib/compare/data/competitors/claude-cowork.ts
index d3b8c1ae30d..fd4b62230b1 100644
--- a/apps/sim/lib/compare/data/competitors/claude-cowork.ts
+++ b/apps/sim/lib/compare/data/competitors/claude-cowork.ts
@@ -81,9 +81,9 @@ export const claudeCoworkProfile: CompetitorProfile = {
     {
       title: 'No webhook/external-event-triggered automation',
       description:
-        "Task initiation is manual (prompt via desktop or mobile) or on a user-defined schedule (hourly/daily/weekly/weekdays). Scheduled tasks now run remotely in the cloud on their set cadence, independent of whether the user's computer is awake or the Claude Desktop app is open. There is still no external event/webhook trigger capability — only time-based scheduling.",
+        "Task initiation is manual (prompt via desktop or mobile) or on a user-defined schedule (hourly/daily/weekly/weekdays). Scheduled tasks now run remotely in the cloud on their set cadence, independent of whether the user's computer is awake or the Claude Desktop app is open, except tasks that work on local files or apps, which still need the desktop app open and the computer awake. There is still no external event/webhook trigger capability — only time-based scheduling.",
       shortDescription:
-        'Tasks run manually or on a schedule (now remote); no external event/webhook trigger.',
+        'Tasks run manually or on a schedule (remote, except tasks on local files or apps); no external event/webhook trigger.',
       source: {
         url: 'https://support.claude.com/en/articles/13854387-schedule-recurring-tasks-in-claude-cowork',
         label: 'Anthropic/Claude documentation',
@@ -999,8 +999,8 @@ export const claudeCoworkProfile: CompetitorProfile = {
       durabilityModel: {
         value: 'Durable server-side execution for scheduled tasks',
         detail:
-          "Scheduled tasks in Claude Cowork now run remotely on Anthropic's infrastructure, independent of whether the user's computer is awake or the Desktop app is open — this is durable server-side execution, not client-dependent.",
-        shortValue: 'Server-durable: runs remotely regardless of device state',
+          "Scheduled tasks in Claude Cowork now run remotely on Anthropic's infrastructure, independent of whether the user's computer is awake or the Desktop app is open — this is durable server-side execution, not client-dependent. Tasks that work on local files or apps are the exception and still need the desktop app open and the computer awake.",
+        shortValue: 'Server-durable, except tasks on local files or apps',
         confidence: 'verified',
         sources: [
           {
@@ -1013,8 +1013,8 @@ export const claudeCoworkProfile: CompetitorProfile = {
       failureAlerting: {
         value: 'Not documented under the current remote-execution model',
         detail:
-          'Earlier documentation described a notification only when a scheduled run was skipped due to sleep/closed app, but that premise no longer applies now that scheduled tasks run remotely regardless of device state. The current schedule-recurring-tasks article is silent on failure/retry alerting for task errors, so this behavior should be treated as unverified pending updated Anthropic documentation.',
-        shortValue: 'Not documented; prior skipped-run notification premise is outdated',
+          'Earlier documentation described a notification only when a scheduled run was skipped due to sleep/closed app, but that premise now applies only to tasks that work on local files or apps, since other scheduled tasks run remotely. The current schedule-recurring-tasks article is silent on failure/retry alerting for task errors, so this behavior should be treated as unverified pending updated Anthropic documentation.',
+        shortValue: 'Not documented; skipped runs now affect only local-file/app tasks',
         confidence: 'unknown',
         sources: [
           {
@@ -1056,9 +1056,9 @@ export const claudeCoworkProfile: CompetitorProfile = {
       },
       asyncExecution: {
         value:
-          "Yes: Claude Cowork now supports true server-side background execution: remote sessions and scheduled tasks continue running on Anthropic's infrastructure even when the Desktop app is closed or the computer is asleep, except for tasks that require local file or browser access, which still need the app open.",
+          "Yes: Claude Cowork now supports true server-side background execution: remote sessions and scheduled tasks continue running on Anthropic's infrastructure even when the Desktop app is closed or the computer is asleep, except tasks that work on local files or apps, which still need the app open.",
         detail:
-          "The phrase 'assign a task and step away' now more closely matches a real cloud job: remote sessions and scheduled/recurring tasks (set up via the /schedule skill) run on their cadence independent of device state. Tasks that need local file system or browser access are the exception and still require the desktop app open on an awake machine.",
+          "The phrase 'assign a task and step away' now more closely matches a real cloud job: remote sessions and scheduled/recurring tasks (set up via the /schedule skill) run on their cadence independent of device state. Tasks that work on local files or apps are the exception and still require the desktop app open on an awake machine.",
         shortValue:
           'Yes: remote sessions/tasks run without the app open, with local-access exceptions',
         confidence: 'verified',
@@ -1129,10 +1129,10 @@ export const claudeCoworkProfile: CompetitorProfile = {
       },
       unattendedExecution: {
         value:
-          "Yes: scheduled tasks execute server-side/remotely on Anthropic's infrastructure, independent of whether the Claude Desktop app is open or the device is awake, per Anthropic's current documentation",
+          "Yes: scheduled tasks execute server-side/remotely on Anthropic's infrastructure, independent of whether the Claude Desktop app is open or the device is awake, except tasks that work on local files or apps, per Anthropic's current documentation",
         detail:
-          "Scheduled/recurring tasks now run on their cadence on Anthropic's infrastructure regardless of client device state. Tasks that require local file or browser access remain the exception and still need the desktop app open and the machine awake.",
-        shortValue: 'Yes: runs remotely regardless of desktop app/device state',
+          "Scheduled/recurring tasks now run on their cadence on Anthropic's infrastructure regardless of client device state. Tasks that work on local files or apps remain the exception and still need the desktop app open and the machine awake.",
+        shortValue: 'Yes, except tasks on local files or apps',
         confidence: 'verified',
         sources: [
           {
diff --git a/apps/sim/lib/compare/data/competitors/langflow.ts b/apps/sim/lib/compare/data/competitors/langflow.ts
index 72fffb59967..0f555aaa8f8 100644
--- a/apps/sim/lib/compare/data/competitors/langflow.ts
+++ b/apps/sim/lib/compare/data/competitors/langflow.ts
@@ -543,7 +543,7 @@ export const langflowProfile: CompetitorProfile = {
       integrationCount: {
         value:
           "100+ integrations, per IBM's Langflow product page. Langflow organizes third-party integrations as component bundles grouped by provider, such as Google, OpenAI, LangChain, Elastic, and Composio. The docs site documents about 80 bundles, but some bundles have no documentation, so the full current list is only visible in the app's Bundles panel.",
-        shortValue: '100+ integrations as provider bundles',
+        shortValue: '100+ integrations per IBM; about 80 documented bundles',
         confidence: 'estimated',
         sources: [
           {
diff --git a/apps/sim/lib/compare/data/competitors/make.ts b/apps/sim/lib/compare/data/competitors/make.ts
index 62cb494b019..80bd3c8f4c8 100644
--- a/apps/sim/lib/compare/data/competitors/make.ts
+++ b/apps/sim/lib/compare/data/competitors/make.ts
@@ -828,7 +828,7 @@ export const makeProfile: CompetitorProfile = {
       freeTier: {
         value: 'Yes: Free plan with 1,000 credits/month',
         detail:
-          'Free tier limits: 2 active scenarios max, 15-minute minimum execution interval, 5-minute max execution time, 5MB max file size, 512MB data transfer, 3,500+ standard apps (enterprise apps require an Enterprise plan) and basic routers/filters, basic customer support with 90-day expert access.',
+          'Free tier limits: 2 active scenarios max, 15-minute minimum execution interval, 5-minute max execution time, 5MB max file size, 512MB data transfer, all standard apps (enterprise apps require an Enterprise plan) and basic routers/filters, basic customer support with 90-day expert access.',
         shortValue: '1,000 credits/month, 2 active scenarios',
         confidence: 'verified',
         sources: [