fix(comparisons): surface plan limits in short values and keep related facts consistent

Author: waleedlatif1

apps/sim/lib/compare/data/competitors/claude-cowork.ts

@@ -746,7 +746,7 @@ export const claudeCoworkProfile: CompetitorProfile = {
       freeTier: {
         value: 'Free plan exists but does not include Claude Cowork',
         detail:
-          "The Free plan's feature list does not mention Cowork; Cowork requires a paid plan (Pro, Max, Team, or Enterprise).",
+          "The Free plan's feature list does not mention Cowork; Cowork requires a paid plan (Pro, Max, Ultra, Team, or Enterprise).",
         shortValue: 'Free plan excludes Cowork',
         confidence: 'verified',
         sources: [

apps/sim/lib/compare/data/competitors/langchain.ts

@@ -772,11 +772,11 @@ export const langchainProfile: CompetitorProfile = {
       },
       byok: {
         value:
-          "Yes, by default: every model call in LangChain/LangGraph requires the developer's own provider API credentials (OpenAI, Anthropic, etc.) configured directly in application code or environment variables; LangSmith's optional LLM Gateway also supports a BYO model API key, or pay-as-you-go model usage via Gateway Credits on the Developer and Plus plans",
+          "Yes, by default: direct model calls from the open-source LangChain/LangGraph libraries use the developer's own provider API credentials (OpenAI, Anthropic, etc.) configured directly in application code or environment variables; LangSmith's optional LLM Gateway also supports a BYO model API key, or pay-as-you-go model usage via Gateway Credits on the Developer and Plus plans",
         detail:
-          'This is the inherent architecture of a code library calling out to providers directly, not a named "BYOK" toggle in a UI.',
+          'This is the inherent architecture of a code library calling out to providers directly, not a named "BYOK" toggle in a UI. The exception is the optional LangSmith LLM Gateway, where Gateway Credits pay for hosted model usage without a provider key.',
         shortValue:
-          'Yes, de facto by architecture; every model call uses your own provider credentials',
+          'Yes, by architecture for direct library calls; Gateway Credits are an optional hosted alternative',
         confidence: 'verified',
         sources: [
           {

apps/sim/lib/compare/data/competitors/make.ts

@@ -818,12 +818,17 @@ export const makeProfile: CompetitorProfile = {
             label: 'Make Pricing page',
             asOf: '2026-10-25',
           },
+          {
+            url: 'https://web.archive.org/web/20261025101514/https://www.make.com/en/pricing',
+            label: 'Make Pricing page (archived October 25, 2026)',
+            asOf: '2026-10-25',
+          },
         ],
       },
       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, access to every app integration 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, 3,500+ 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: [
@@ -832,6 +837,11 @@ export const makeProfile: CompetitorProfile = {
             label: 'Make Pricing page',
             asOf: '2026-10-25',
           },
+          {
+            url: 'https://web.archive.org/web/20261025101514/https://www.make.com/en/pricing',
+            label: 'Make Pricing page (archived October 25, 2026)',
+            asOf: '2026-10-25',
+          },
         ],
       },
       byok: {

apps/sim/lib/compare/data/competitors/retool.ts

@@ -814,7 +814,7 @@ export const retoolProfile: CompetitorProfile = {
       byok: {
         value:
           'Partial: Retool AI supports "bring your own" model connections for chat/completion models (OpenAI, Anthropic, Google, AWS, Azure, or custom), but Retool Vectors\' embedding calls always go through OpenAI\'s API regardless of the chosen chat model. The pricing page lists bringing your own AI provider key as an Enterprise-only feature.',
-        shortValue: 'BYO chat model, but embeddings always use OpenAI',
+        shortValue: 'BYO chat model on Enterprise only; embeddings always use OpenAI',
         confidence: 'verified',
         sources: [
           { url: 'https://retool.com/ai', label: 'Retool AI', asOf: '2026-11-02' },

apps/sim/lib/compare/data/competitors/stackai.ts

@@ -541,10 +541,10 @@ export const stackaiProfile: CompetitorProfile = {
     },
     integrations: {
       integrationCount: {
-        value: '514 provider integrations in the StackAI catalog',
+        value: '514 provider entries in the StackAI integrations catalog',
         detail:
           'The StackAI Provider Catalog says to "Browse the 514 provider entries under Integrations," including Notion, Airtable, BigQuery, GitHub, HubSpot, MongoDB, Salesforce, and Slack. Each provider page lists its connection methods, actions, and triggers, and deprecated or unavailable integrations are marked on their pages.',
-        shortValue: '514 provider integrations',
+        shortValue: '514 catalog provider entries',
         confidence: 'verified',
         sources: [
           {

apps/sim/lib/compare/data/competitors/tines.ts

@@ -361,15 +361,16 @@ export const tinesProfile: CompetitorProfile = {
     aiCapabilities: {
       multiLlmSupport: {
         value:
-          'Yes: default AI runs on Anthropic Claude via AWS Bedrock (Tines-hosted), and customers can bring their own AI provider/key: OpenAI, Anthropic direct, or a custom AWS Bedrock account with any enabled model',
-        shortValue: 'Bedrock-hosted Claude by default, BYO OpenAI/Anthropic/Bedrock',
+          'Yes: default AI runs on Anthropic Claude via AWS Bedrock (Tines-hosted), and customers can bring their own AI provider/key: OpenAI, Anthropic direct, a custom AWS Bedrock account with any enabled model, Mistral, or any OpenAI- or Anthropic-spec-compatible provider',
+        shortValue:
+          'Bedrock-hosted Claude by default; BYO OpenAI, Anthropic, Bedrock, Mistral, or compatible',
         confidence: 'verified',
         sources: [
           { url: 'https://www.tines.com/docs/admin/ai/', label: 'AI docs', asOf: '2026-07-02' },
           {
             url: 'https://explained.tines.com/en/articles/10371885-use-a-preferred-ai-provider-in-tines-stories',
             label: 'Use a preferred AI provider in Tines Stories',
-            asOf: '2026-07-02',
+            asOf: '2026-11-02',
           },
         ],
       },
@@ -745,8 +746,8 @@ export const tinesProfile: CompetitorProfile = {
       },
       entryPaidPlan: {
         value:
-          'Business Edition. No public price; starts around 30 flows / 1 team / 100 users / 1.5M daily events per the pricing explainer, with self-hosting available',
-        shortValue: 'Business Edition, price on request',
+          'Tines Stories Business Edition. No public price; starts around 30 flows / 1 team / 100 users / 1.5M daily events per the pricing explainer, with self-hosting available',
+        shortValue: 'Tines Stories Business Edition, price on request',
         confidence: 'verified',
         sources: [
           {
@@ -758,7 +759,7 @@ export const tinesProfile: CompetitorProfile = {
       },
       freeTier: {
         value:
-          'Community Edition is free forever: 1 user, 3 flows, 3 apps, 1 team, 25,000 monthly events, 50 AI runtime credits/month, SSO included',
+          'Tines Stories Community Edition is free forever: 1 user, 3 flows, 3 apps, 1 team, 25,000 monthly events, 50 AI runtime credits/month, SSO included',
         shortValue: 'Community Edition free forever, limited usage',
         confidence: 'verified',
         sources: [

apps/sim/lib/compare/data/competitors/vellum.ts

@@ -17,7 +17,7 @@ export const vellumProfile: CompetitorProfile = {
   oneLiner:
     'Vellum is an enterprise AI development platform for building, evaluating, and deploying LLM prompts, workflows, and agents.',
   leadAnswer: [
-    "Vellum's enterprise platform is a hosted AI development product for building, evaluating, and deploying LLM prompts, workflows, and agents through a visual builder, a code SDK, or natural language, with self-hosted and VPC installs for enterprises; its public website instead led with a separate consumer assistant, which Vellum shut down on November 2, 2026, and the platform's pricing is not published. Sim is an open-source AI workspace with an Apache 2.0-licensed core for building, deploying, and managing agents visually, conversationally, or with code, with a Free plan, a $25 per user/month Pro plan, and self-hosting via Docker Compose or Kubernetes. Choose Vellum when test-suite evaluations, HIPAA coverage with a signed BAA, or a vendor-managed single-tenant VPC are requirements. Choose Sim when you want published self-serve pricing, an open-source core, or live multiplayer editing of the same workflow.",
+    "Vellum's enterprise platform is a hosted AI development product for building, evaluating, and deploying LLM prompts, workflows, and agents through a visual builder, a code SDK, or natural language, with self-hosted and VPC installs for enterprises; its public website instead led with a separate consumer assistant, which Vellum announced it would shut down on November 2, 2026, and the platform's pricing is not published. Sim is an open-source AI workspace with an Apache 2.0-licensed core for building, deploying, and managing agents visually, conversationally, or with code, with a Free plan, a $25 per user/month Pro plan, and self-hosting via Docker Compose or Kubernetes. Choose Vellum when test-suite evaluations, HIPAA coverage with a signed BAA, or a vendor-managed single-tenant VPC are requirements. Choose Sim when you want published self-serve pricing, an open-source core, or live multiplayer editing of the same workflow.",
   ],
   faqs: [
     {
@@ -33,7 +33,7 @@ export const vellumProfile: CompetitorProfile = {
     {
       question: 'Is Vellum still an enterprise agent platform or a personal assistant?',
       answer:
-        "Vellum ran both under one brand until November 2, 2026, when it shut down its consumer 'Personal Intelligence' assistant platform; vellum.ai had presented that assistant, with $30 to $200 monthly packages, in place of the enterprise product. docs.vellum.ai still documents the enterprise workflow and evaluation platform. The most recent entries in those platform docs are a February 2026 changelog and a self-hosted release dated February 6, 2026. Sim is a single product, an AI workspace for building and deploying agents, with its plans published on its own pricing page.",
+        "Vellum has run both under one brand, but it announced that its consumer 'Personal Intelligence' assistant platform shuts down on November 2, 2026; vellum.ai presents that assistant, with $30 to $200 monthly packages, in place of the enterprise product. docs.vellum.ai still documents the enterprise workflow and evaluation platform. The most recent entries in those platform docs are a February 2026 changelog and a self-hosted release dated February 6, 2026. Sim is a single product, an AI workspace for building and deploying agents, with its plans published on its own pricing page.",
     },
   ],
   standoutFeatures: [
@@ -64,7 +64,7 @@ export const vellumProfile: CompetitorProfile = {
     {
       title: 'Brand/product ambiguity as of mid-2026',
       description:
-        "Vellum's homepage, pricing page, security docs, and several product pages serve content for a consumer 'Personal Intelligence' assistant (an open-source, MIT-licensed Mac app), which Vellum shut down on November 2, 2026, instead of the original enterprise workflow, evaluations, and prompt-engineering platform. That makes enterprise-specific details, like environment promotion, version-control depth, tracing, alerting, and integration counts, harder to verify from the public site alone.",
+        "Vellum's homepage, pricing page, security docs, and several product pages serve content for a consumer 'Personal Intelligence' assistant (an open-source, MIT-licensed Mac app), which Vellum announced it would shut down on November 2, 2026, instead of the original enterprise workflow, evaluations, and prompt-engineering platform. That makes enterprise-specific details, like environment promotion, version-control depth, tracing, alerting, and integration counts, harder to verify from the public site alone.",
       shortDescription:
         'Public site now foregrounds a consumer product over the enterprise platform.',
       source: {