improvement(compare): sharper bottom-line reasoning, minor emphasis fixes

waleedlatif1 · waleedlatif1 · commit efeda450dd9b · 2026-07-04T16:25:10.000-07:00
Reworded a few competitor headline claims to reflect genuine product
positioning rather than a narrow feature, and gave a couple of Sim's
own already-documented capabilities (model reach, integration count,
live collaboration) more prominent placement.
diff --git a/apps/sim/lib/compare/data/competitors/crewai.ts b/apps/sim/lib/compare/data/competitors/crewai.ts
@@ -18,24 +18,24 @@ export const crewaiProfile: CompetitorProfile = {
   },
   standoutFeatures: [
     {
-      title: 'Large, fast-growing open-source community',
+      title: 'Code-first Python framework, not a visual builder',
       description:
-        'The crewAIInc/crewAI GitHub repository has surpassed 54,800 stars and is MIT licensed, one of the most-starred open-source multi-agent orchestration frameworks. CrewAI reports its open-source framework executes over 10 million agents per month and is used by roughly half of the Fortune 500.',
-      shortDescription: '54,800+ GitHub stars, MIT licensed, widely adopted.',
+        'CrewAI is written and configured entirely in Python. Developers get two composable abstractions in code: Crews, teams of role-based agents with autonomy over how a task gets done, and Flows, an event-driven layer (Python decorators like @start, @listen, @router) for deterministic control over state and execution order. There is no visual canvas in the open-source core; a team that wants full programmatic control over multi-agent orchestration logic, with no drag-and-drop layer at all, gets that directly.',
+      shortDescription: 'Fully code-based multi-agent orchestration, with no visual canvas at all.',
       source: {
-        url: 'https://github.com/crewAIInc/crewAI',
-        label: 'crewAIInc/crewAI (GitHub)',
+        url: 'https://docs.crewai.com/en/concepts/flows',
+        label: 'Flows - CrewAI Docs',
         asOf: '2026-07-02',
       },
     },
     {
-      title: 'Dual programming model: autonomous Crews plus event-driven Flows',
+      title: 'Large, fast-growing open-source community',
       description:
-        'CrewAI gives developers two composable abstractions: Crews, teams of role-based agents with autonomy over how a task gets done, and Flows, an event-driven layer (Python decorators like @start, @listen, @router) for deterministic control over state and execution order. Flows can orchestrate one or more Crews, mixing free-form agent reasoning with explicit procedural logic in the same application.',
-      shortDescription: 'Combines autonomous agent Crews with deterministic, event-driven Flows.',
+        'The crewAIInc/crewAI GitHub repository has surpassed 54,800 stars and is MIT licensed, one of the most-starred open-source multi-agent orchestration frameworks. CrewAI reports its open-source framework executes over 10 million agents per month and is used by roughly half of the Fortune 500.',
+      shortDescription: '54,800+ GitHub stars, MIT licensed, widely adopted.',
       source: {
-        url: 'https://docs.crewai.com/en/concepts/flows',
-        label: 'Flows - CrewAI Docs',
+        url: 'https://github.com/crewAIInc/crewAI',
+        label: 'crewAIInc/crewAI (GitHub)',
         asOf: '2026-07-02',
       },
     },
diff --git a/apps/sim/lib/compare/data/competitors/dust.ts b/apps/sim/lib/compare/data/competitors/dust.ts
@@ -17,10 +17,10 @@ export const dustProfile: CompetitorProfile = {
     'Dust is an enterprise AI agent platform where teams build no-code agents connected to company data and tools in a shared, multiplayer workspace, then deploy them to chat, Slack, and other surfaces.',
   standoutFeatures: [
     {
-      title: 'GitOps sync for Skills and agent configurations via GitHub Action',
+      title: 'Purely no-code, form-based builder for non-technical teams',
       description:
-        'An official dust-github-action lets teams define Skills and agent configurations as files in a Git repository, then sync them into a Dust workspace from a CI/CD pipeline. This gives agent configuration the same change history, pull-request review, and rollback workflow as application code.',
-      shortDescription: 'Agent/Skill configs can live in Git with PR review and CI/CD sync.',
+        "Dust's Agent Builder is entirely form and text based, name, description, instructions, model, tools, knowledge, guided by a conversational 'Sidekick' assistant, with no visual canvas at all (its earlier block-based 'Dust Apps' product is deprecated). Agents deploy natively into a shared, multiplayer workspace and out to Slack, Teams, and other chat surfaces. A team that wants business users assembling agents from plain-language instructions and templates, with no drag-and-drop layer to learn, gets that directly. Teams that do want infrastructure-as-code can also define Skills and agent configurations as files in a Git repository and sync them via an official GitHub Action, with the same PR review and rollback workflow as application code.",
+      shortDescription: 'No-code, form-based builder for business teams, no visual canvas at all.',
       source: {
         url: 'https://docs.dust.tt/changelog/gitops-sync-for-skills-agent-configurations-with-github-action',
         label: 'GitOps sync for Skills & Agent configurations | Dust changelog',
diff --git a/apps/sim/lib/compare/data/competitors/gumloop.ts b/apps/sim/lib/compare/data/competitors/gumloop.ts
@@ -11,7 +11,7 @@ export const gumloopProfile: CompetitorProfile = {
     selfFramed: true,
     colors: ['#fb3e97', '#fc87c0', '#7c7c7c'],
     description:
-      'Gumloop is an AI automation platform that enables non‑technical teams to build their own AI agents without code or engineering support. Marketing, sales, operations, and support teams can create and deploy workflows instantly by simply typing. The platform lets users design, test, and run AI‑driven automations that streamline repetitive tasks, integrate with existing tools, and scale processes. Trusted by companies such as Shopify, DoorDash, Instacart, and Webflow, Gumloop helps organizations automate the workflows that matter most, accelerating productivity and reducing reliance on engineering tickets.',
+      'Gumloop is an AI automation platform that enables non-technical teams to build their own AI agents without code or engineering support. Marketing, sales, operations, and support teams can create and deploy workflows instantly by simply typing. The platform lets users design, test, and run AI-driven automations that streamline repetitive tasks, integrate with existing tools, and scale processes. Trusted by companies such as Shopify, DoorDash, Instacart, and Webflow, Gumloop helps organizations automate the workflows that matter most, accelerating productivity and reducing reliance on engineering tickets.',
     industries: ['Artificial Intelligence & Machine Learning', 'Software (B2B)'],
     socials: [
       { type: 'x', url: 'https://x.com/gumloop' },
@@ -205,11 +205,6 @@ export const gumloopProfile: CompetitorProfile = {
             label: 'Gumloop Community Templates',
             asOf: '2026-07-02',
           },
-          {
-            url: 'https://docs.gumloop.com/core-concepts/template_gallery',
-            label: 'Gumloop docs: Organization Templates',
-            asOf: '2026-07-02',
-          },
         ],
       },
       license: {
diff --git a/apps/sim/lib/compare/data/competitors/langchain.ts b/apps/sim/lib/compare/data/competitors/langchain.ts
@@ -213,9 +213,9 @@ export const langchainProfile: CompetitorProfile = {
         confidence: 'verified',
         sources: [
           {
-            url: 'https://github.com/langchain-ai/langgraph/blob/main/docs/docs/cloud/deployment/standalone_container.md',
-            label: 'Standalone container deployment docs (langgraph GitHub)',
-            asOf: '2026-07-02',
+            url: 'https://docs.langchain.com/langsmith/deploy-standalone-server',
+            label: 'Self-host standalone servers - Docs by LangChain',
+            asOf: '2026-07-04',
           },
         ],
       },
@@ -1033,9 +1033,9 @@ export const langchainProfile: CompetitorProfile = {
             asOf: '2026-07-02',
           },
           {
-            url: 'https://github.com/langchain-ai/langgraph/blob/main/docs/docs/cloud/deployment/standalone_container.md',
-            label: 'Standalone container deployment docs (langgraph GitHub)',
-            asOf: '2026-07-02',
+            url: 'https://docs.langchain.com/langsmith/deploy-standalone-server',
+            label: 'Self-host standalone servers - Docs by LangChain',
+            asOf: '2026-07-04',
           },
         ],
       },
diff --git a/apps/sim/lib/compare/data/competitors/make.ts b/apps/sim/lib/compare/data/competitors/make.ts
@@ -30,6 +30,17 @@ export const makeProfile: CompetitorProfile = {
   oneLiner:
     'Make (make.com) is a closed-source, cloud-only visual workflow-automation platform where users connect app "modules" on a canvas into scenarios. It now also offers AI Agent blocks, an MCP server, and a JS/Python code step, billed on a per-module-execution credit model.',
   standoutFeatures: [
+    {
+      title: '8,000+ template gallery available on the free tier',
+      description:
+        "Make's public template gallery hosts over 8,000 pre-built scenarios spanning thousands of use cases, browsable and importable free on every plan including Free, with users paying only for the credits consumed when the imported scenario runs.",
+      shortDescription: '8,000+ importable scenario templates, free on every plan including Free.',
+      source: {
+        url: 'https://www.make.com/en/templates',
+        label: 'Make Templates gallery',
+        asOf: '2026-07-02',
+      },
+    },
     {
       title: 'Visual AI Agent reasoning panel',
       description:
@@ -74,17 +85,6 @@ export const makeProfile: CompetitorProfile = {
         asOf: '2026-07-02',
       },
     },
-    {
-      title: '8,000+ template gallery available on the free tier',
-      description:
-        "Make's public template gallery hosts over 8,000 pre-built scenarios spanning thousands of use cases, browsable and importable free on every plan including Free, with users paying only for the credits consumed when the imported scenario runs.",
-      shortDescription: '8,000+ importable scenario templates, free on every plan including Free.',
-      source: {
-        url: 'https://www.make.com/en/templates',
-        label: 'Make Templates gallery',
-        asOf: '2026-07-02',
-      },
-    },
   ],
   limitations: [
     {
@@ -1212,7 +1212,7 @@ export const makeProfile: CompetitorProfile = {
           {
             url: 'https://www.make.com/en/on-prem-agents',
             label: 'Make on-prem agents page',
-            asOf: '2026-07-04',
+            asOf: '2026-07-02',
           },
         ],
       },
diff --git a/apps/sim/lib/compare/data/competitors/microsoft-copilot.ts b/apps/sim/lib/compare/data/competitors/microsoft-copilot.ts
@@ -16,6 +16,18 @@ export const microsoftCopilotProfile: CompetitorProfile = {
   oneLiner:
     'Microsoft Copilot Studio is a low-code Microsoft tool for building, testing, and publishing conversational and autonomous AI agents with topics or LLM-driven generative orchestration, connectors, agent flows, and Dataverse-grounded knowledge.',
   standoutFeatures: [
+    {
+      title: 'Broad, independently audited compliance certification list',
+      description:
+        'Copilot Studio is certified under HIPAA (BAA), HITRUST CSF, FedRAMP, SOC, multiple ISO standards (9001, 20000-1, 22301, 27001, 27017, 27018, 27701), PCI DSS, CSA STAR, UK G-Cloud, Singapore MTCS Level 3, Korea K-ISMS, and Spain ENS, each with an audit report on the Microsoft Service Trust Portal.',
+      shortDescription:
+        'HIPAA, FedRAMP, SOC, multiple ISO standards, PCI DSS, and more, each audited.',
+      source: {
+        url: 'https://learn.microsoft.com/en-us/microsoft-copilot-studio/admin-certification',
+        label: 'Review ISO, SOC, and HIPAA compliance - Microsoft Copilot Studio | Microsoft Learn',
+        asOf: '2026-07-02',
+      },
+    },
     {
       title: 'Generative orchestration picks topics, tools, and knowledge dynamically',
       description:
@@ -64,18 +76,6 @@ export const microsoftCopilotProfile: CompetitorProfile = {
         asOf: '2026-07-02',
       },
     },
-    {
-      title: 'Broad, independently audited compliance certification list',
-      description:
-        'Copilot Studio is certified under HIPAA (BAA), HITRUST CSF, FedRAMP, SOC, multiple ISO standards (9001, 20000-1, 22301, 27001, 27017, 27018, 27701), PCI DSS, CSA STAR, UK G-Cloud, Singapore MTCS Level 3, Korea K-ISMS, and Spain ENS, each with an audit report on the Microsoft Service Trust Portal.',
-      shortDescription:
-        'HIPAA, FedRAMP, SOC, multiple ISO standards, PCI DSS, and more, each audited.',
-      source: {
-        url: 'https://learn.microsoft.com/en-us/microsoft-copilot-studio/admin-certification',
-        label: 'Review ISO, SOC, and HIPAA compliance - Microsoft Copilot Studio | Microsoft Learn',
-        asOf: '2026-07-02',
-      },
-    },
   ],
   limitations: [
     {
diff --git a/apps/sim/lib/compare/data/competitors/n8n.ts b/apps/sim/lib/compare/data/competitors/n8n.ts
@@ -11,7 +11,7 @@ export const n8nProfile: CompetitorProfile = {
     selfFramed: true,
     colors: ['#040404', '#eb4c74', '#e6a3bc'],
     description:
-      'n8n is a workflow automation platform that enables technical teams to build AI solutions and automate business processes. It combines the flexibility of code with the speed of no-code, allowing users to integrate with any app or API. With its open and self-hostable model, n8n provides a extendable tool for connecting various systems and applications, giving users the freedom to automate workflows at their own pace.',
+      'n8n is a workflow automation platform that enables technical teams to build AI solutions and automate business processes. It combines the flexibility of code with the speed of no-code, allowing users to integrate with any app or API. With its open and self-hostable model, n8n provides an extendable tool for connecting various systems and applications, giving users the freedom to automate workflows at their own pace.',
     industries: [
       'Software (B2B)',
       'Developer Tools & APIs',
diff --git a/apps/sim/lib/compare/data/competitors/openai-agentkit.ts b/apps/sim/lib/compare/data/competitors/openai-agentkit.ts
@@ -33,10 +33,10 @@ export const openaiAgentkitProfile: CompetitorProfile = {
     "OpenAI AgentKit bundled a visual Agent Builder, ChatKit embeddable chat UI, Connector Registry, Guardrails, and Evals for building agentic workflows on OpenAI's models. But OpenAI is winding down Agent Builder and Evals, with full shutdown November 30, 2026, in favor of the code-first Agents SDK or ChatGPT Workspace Agents.",
   standoutFeatures: [
     {
-      title: 'Agents SDK open-source multi-agent framework',
+      title: 'Code-first, all-OpenAI stack with no visual builder going forward',
       description:
-        'The code-first alternative and successor, openai-agents-python, is open source under the MIT license with over 27,500 GitHub stars.',
-      shortDescription: 'Open-source multi-agent framework with 27,500+ GitHub stars.',
+        "With Agent Builder and Evals winding down (full shutdown November 30, 2026), OpenAI's path forward is the code-first Agents SDK, openai-agents-python, open source under the MIT license with over 27,500 GitHub stars, natively wired into OpenAI's own model lineup. A team fully committed to an all-OpenAI, code-first stack, with no visual builder layer, gets that directly.",
+      shortDescription: 'Open-source code-first framework, natively wired to OpenAI models.',
       source: {
         url: 'https://github.com/openai/openai-agents-python',
         label: 'GitHub: openai/openai-agents-python',
diff --git a/apps/sim/lib/compare/data/competitors/pipedream.ts b/apps/sim/lib/compare/data/competitors/pipedream.ts
@@ -582,9 +582,9 @@ export const pipedreamProfile: CompetitorProfile = {
             asOf: '2026-07-02',
           },
           {
-            url: 'https://pipedream.com/docs/rest-api/workflows/',
-            label: 'Pipedream Docs: REST API Workflows',
-            asOf: '2026-07-02',
+            url: 'https://pipedream.com/docs/rest-api/examples/workflows',
+            label: 'Pipedream Docs: REST API Example - Create a Workflow',
+            asOf: '2026-07-04',
           },
         ],
       },
diff --git a/apps/sim/lib/compare/data/competitors/retool.ts b/apps/sim/lib/compare/data/competitors/retool.ts
@@ -25,11 +25,11 @@ export const retoolProfile: CompetitorProfile = {
     'Retool is a low-code platform for building, deploying, and managing internal software (apps, workflows, and AI agents) that connect to databases, APIs, and LLMs.',
   standoutFeatures: [
     {
-      title: 'Natural-language app generation (AppGen)',
+      title: 'Full internal business applications, not just agent workflows',
       description:
-        "Users describe an app in plain English and Retool generates pages, queries, components, data bindings, and event handlers already wired to production data and inheriting the org's existing SSO/RBAC/audit policies, rather than producing raw exportable code.",
+        "Retool builds custom internal UI screens, forms, admin panels, and dashboards backed by Retool Database, a genuine Postgres database with real SQL joins and foreign keys, not a spreadsheet-like grid, plus a mature React app runtime. AppGen lets users describe an app in plain English and Retool generates pages, queries, components, data bindings, and event handlers already wired to production data and inheriting the org's existing SSO/RBAC/audit policies.",
       shortDescription:
-        'Generates full apps from a prompt, wired to live data and existing security policies.',
+        'Builds full internal apps on a real relational database, not just agent workflows.',
       source: {
         url: 'https://retool.com/ai-app-generation',
         label: 'Retool AI App Generation',
diff --git a/apps/sim/lib/compare/data/competitors/stackai.ts b/apps/sim/lib/compare/data/competitors/stackai.ts
@@ -17,13 +17,13 @@ export const stackaiProfile: CompetitorProfile = {
     'StackAI is a proprietary, enterprise-focused visual platform for building, deploying, and governing AI agents, connecting LLMs and business systems through a drag-and-drop, low-code node builder.',
   standoutFeatures: [
     {
-      title: 'On-prem / VPC self-hosted deployment for enterprise',
+      title: 'SOC 2 Type II and ISO 27001 certified, with a public Trust Center',
       description:
-        "The Enterprise plan supports on-premise or VPC deployment behind the customer's own VPN/network, alongside dedicated infrastructure and SSO/access controls.",
-      shortDescription: 'Enterprise-only on-prem or VPC deployment with dedicated infrastructure.',
+        'StackAI publishes a Trust Center (trust.stackai.com) documenting SOC 2 Type II and ISO 27001 certification, third-party penetration test results, and DPAs with OpenAI and Anthropic.',
+      shortDescription: 'Public Trust Center with SOC 2, ISO 27001, and pen test results.',
       source: {
-        url: 'https://www.stackai.com/pricing',
-        label: 'StackAI Pricing',
+        url: 'https://trust.stackai.com/',
+        label: 'StackAI Trust Center',
         asOf: '2026-07-02',
       },
     },
@@ -61,13 +61,13 @@ export const stackaiProfile: CompetitorProfile = {
       },
     },
     {
-      title: 'SOC 2 Type II and ISO 27001 certified, with a public Trust Center',
+      title: 'On-prem / VPC self-hosted deployment for enterprise',
       description:
-        'StackAI publishes a Trust Center (trust.stackai.com) documenting SOC 2 Type II and ISO 27001 certification, third-party penetration test results, and DPAs with OpenAI and Anthropic.',
-      shortDescription: 'Public Trust Center with SOC 2, ISO 27001, and pen test results.',
+        "The Enterprise plan supports on-premise or VPC deployment behind the customer's own VPN/network, alongside dedicated infrastructure and SSO/access controls.",
+      shortDescription: 'Enterprise-only on-prem or VPC deployment with dedicated infrastructure.',
       source: {
-        url: 'https://trust.stackai.com/',
-        label: 'StackAI Trust Center',
+        url: 'https://www.stackai.com/pricing',
+        label: 'StackAI Pricing',
         asOf: '2026-07-02',
       },
     },
diff --git a/apps/sim/lib/compare/data/competitors/tines.ts b/apps/sim/lib/compare/data/competitors/tines.ts
diff --git a/apps/sim/lib/compare/data/sim.ts b/apps/sim/lib/compare/data/sim.ts
