fix(comparison): fix issues introduced by the previous fix pass

Second independent audit pass on the fixed pages caught a few new
problems from the edits themselves: a stale/mismatched source, an
internal contradiction, an unverified superlative, a still-dominant
false-contrast paragraph, a broken repo link, an editorializing note
leaking into shipped copy, and a duplicated/grammatically broken entry.

Author: waleedlatif1

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

@@ -35,8 +35,8 @@ export const flowiseProfile: CompetitorProfile = {
       shortDescription:
         'Built-in dataset-based batch evaluation with LLM-judge scoring and pass/fail reporting.',
       source: {
-        url: 'https://docs.flowiseai.com/tutorials/human-in-the-loop',
-        label: 'Flowise Docs: Human In The Loop',
+        url: 'https://docs.flowiseai.com/using-flowise/evaluations',
+        label: 'Flowise Docs: Evaluations',
         asOf: '2026-07-02',
       },
     },

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

@@ -86,7 +86,7 @@ export const gumloopProfile: CompetitorProfile = {
     {
       title: 'No public self-hosting of the core platform',
       description:
-        "Gumloop is only available as managed SaaS or an enterprise-managed VPC deployment operated by Gumloop inside a customer's cloud project. There is no downloadable, self-managed install of the Gumloop application itself; a separate community project, guMCP, is open source but is not the platform.",
+        "Gumloop is only available as managed SaaS or an enterprise-managed VPC deployment operated by Gumloop inside a customer's cloud project. There is no downloadable, self-managed install of the Gumloop application itself; Gumloop's own guMCP_template repo is a self-hosted MCP-server starter, not an install of the platform.",
       shortDescription: 'No downloadable self-hosted install. Only managed SaaS or enterprise VPC.',
       source: {
         url: 'https://www.gumloop.com/solutions/security',
@@ -161,7 +161,7 @@ export const gumloopProfile: CompetitorProfile = {
         value:
           'No public self-host option for the core Gumloop app; enterprise customers can get a managed Virtual Private Cloud (VPC) deployment into their own cloud (e.g. GCP) instead of full self-hosting',
         detail:
-          "Gumloop deploys and operates the platform inside the customer's cloud project rather than offering a downloadable, self-managed open-source install. A separate community open-source project, guMCP, provides self-hostable MCP servers but is not the Gumloop app itself.",
+          "Gumloop deploys and operates the platform inside the customer's cloud project rather than offering a downloadable, self-managed open-source install. Gumloop's own guMCP_template repo is an open-source starter for self-hosted MCP servers, but it is not an install of the Gumloop app itself.",
         shortValue: 'No self-host; VPC deployment only',
         confidence: 'estimated',
         sources: [
@@ -171,8 +171,8 @@ export const gumloopProfile: CompetitorProfile = {
             asOf: '2026-07-02',
           },
           {
-            url: 'https://github.com/gumloop/guMCP',
-            label: "guMCP (Gumloop's official open-source repo)",
+            url: 'https://github.com/gumloop/guMCP_template',
+            label: "guMCP_template (Gumloop's self-hosted MCP starter repo)",
             asOf: '2026-07-02',
           },
         ],
@@ -208,7 +208,7 @@ export const gumloopProfile: CompetitorProfile = {
       license: {
         value: 'Proprietary',
         detail:
-          'The core Gumloop application has no open-source license; it is a closed, hosted commercial SaaS product. A separate community MCP-server project, guMCP, is open source but is not the Gumloop platform.',
+          "The core Gumloop application has no open-source license; it is a closed, hosted commercial SaaS product. Gumloop's own guMCP_template repo is an open-source MCP-server starter, but it is not the Gumloop platform.",
         shortValue: 'Proprietary',
         confidence: 'estimated',
         sources: [

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

@@ -31,10 +31,10 @@ export const makeProfile: CompetitorProfile = {
     '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: '3,000+ integrations and an 8,000+ template gallery, since 2012',
+      title: '3,000+ integrations and an 8,000+ template gallery',
       description:
-        'Make lists 3,000+ integration apps and a public gallery of over 8,000 pre-built, importable scenario templates, free to browse on every plan including Free. The platform has been in market since 2012 (as Integromat, rebranded Make in 2022), giving it a larger and longer-running ecosystem than most workflow-automation competitors.',
-      shortDescription: '3,000+ integrations, 8,000+ templates, in market since 2012.',
+        'Make lists 3,000+ integration apps and a public gallery of over 8,000 pre-built, importable scenario templates, free to browse on every plan including Free.',
+      shortDescription: '3,000+ integrations and an 8,000+ template gallery, free on every plan.',
       source: {
         url: 'https://www.make.com/en/templates',
         label: 'Make Templates gallery',

apps/sim/lib/compare/data/competitors/microsoft-copilot.ts

@@ -44,7 +44,7 @@ export const microsoftCopilotProfile: CompetitorProfile = {
     {
       title: 'Automatic fallback to a default model if a selected model is disabled',
       description:
-        'Agents can use OpenAI GPT models, Anthropic Claude Sonnet 4 and Opus 4.1, any model in the Azure AI Model Catalog, or a bring-your-own-model connection to an Azure AI Foundry deployment (endpoint URI, deployment name, and API key) for individual prompts. Admins enable or restrict non-default models tenant-wide, and if a selected model is disabled, the agent falls back to the default OpenAI model automatically rather than failing the request.',
+        "If an admin disables a non-default model tenant-wide, Copilot Studio automatically falls back to the default OpenAI model rather than failing the request. Admins choose among OpenAI GPT models, Anthropic Claude Sonnet 4 and Opus 4.1, any model in the Azure AI Model Catalog, or a bring-your-own-model connection to an Azure AI Foundry deployment, but Sim's own model-fallback only retries the same model with hosted keys, not a cross-model fallback like this.",
       shortDescription:
         'Falls back to the default OpenAI model automatically if a selected model is disabled.',
       source: {

apps/sim/lib/compare/data/competitors/n8n.ts

@@ -676,7 +676,7 @@ export const n8nProfile: CompetitorProfile = {
       customCodeSteps: {
         value: 'Yes: JavaScript and Python via Code node, plus a Custom Code Tool for AI agents',
         detail:
-          "n8n's Code node supports both JavaScript and Python for custom logic inside a workflow. A separate Custom Code Tool node lets an AI Agent call arbitrary code as one of its tools. n8n's own 2026 AI Agent Development Tools report scores n8n 1 out of 2 on \"Sandboxing,\" versus Sim's 2 out of 2, backed by Sim's isolated-vm (V8 isolate) sandbox running in a separate child process.",
+          "n8n's Code node supports both JavaScript and Python for custom logic inside a workflow. A separate Custom Code Tool node lets an AI Agent call arbitrary code as one of its tools.",
         shortValue: 'JavaScript and Python via Code node',
         confidence: 'estimated',
         sources: [
@@ -685,11 +685,6 @@ export const n8nProfile: CompetitorProfile = {
             label: 'n8n Tools Agent docs (mentions Custom Code Tool)',
             asOf: '2026-07-02',
           },
-          {
-            url: 'https://n8n.io/reports/2026-ai-agent-development-tools/#vendors',
-            label: 'n8n: 2026 AI Agent Development Tools report (Sandboxing score)',
-            asOf: '2026-07-02',
-          },
         ],
       },
       apiPublishing: {

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

@@ -66,11 +66,11 @@ export const openClawProfile: CompetitorProfile = {
       },
     },
     {
-      title: 'Markdown-file memory instead of an opaque vector store',
+      title: 'Markdown-file memory with no ingestion pipeline',
       description:
         'Long-term memory is stored as plain, human-readable Markdown files (daily notes plus a curated MEMORY.md), layered with semantic search (memorySearch), instead of running an ingestion/chunking pipeline into a database. The files are natively git-trackable and editable in any text editor, with no separate KB module standing between the user and their own memory.',
       shortDescription:
-        'Long-term memory lives in editable Markdown files, not a hidden vector store.',
+        'Long-term memory lives in plain, git-trackable Markdown files, not a database-backed KB module.',
       source: {
         url: 'https://docs.openclaw.ai/concepts/memory',
         label: 'OpenClaw Docs: Memory overview',

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

@@ -1090,7 +1090,7 @@ export const pipedreamProfile: CompetitorProfile = {
         value:
           'Founded 2019, San Francisco; ~11-50 employees pre-acquisition; raised ~$22M across 2 rounds; agreed to be acquired by Workday (signed Nov 19, 2025), with no public confirmation the deal has closed as of mid-2026',
         detail:
-          "Per Crunchbase, Pipedream was founded in 2019 and headquartered in San Francisco, CA, with founders including Tod Sacerdoti (CEO), Dylan Sather, TJ Koblentz, and Pravin Savkar; it raised a total of ~$22M across 2 funding rounds (investors include Felicis and CRV) and had a headcount signal of 11-50 employees. Workday signed a definitive agreement to acquire Pipedream on November 19, 2025, with the transaction originally expected to close in Workday's Q4 FY2026 (by end of January 2026), subject to closing conditions. That expected close date has now passed, and neither company's own site had published a closing announcement as of this fact's last check, so whether the deal has formally closed needs reverification against Workday's or Pipedream's newsroom before publishing further updates.",
+          "Per Crunchbase, Pipedream was founded in 2019 and headquartered in San Francisco, CA, with founders including Tod Sacerdoti (CEO), Dylan Sather, TJ Koblentz, and Pravin Savkar; it raised a total of ~$22M across 2 funding rounds (investors include Felicis and CRV) and had a headcount signal of 11-50 employees. Workday signed a definitive agreement to acquire Pipedream on November 19, 2025, with the transaction originally expected to close in Workday's Q4 FY2026 (by end of January 2026), subject to closing conditions. That expected close date has since passed, and as of this writing neither Workday nor Pipedream has publicly announced that the deal has closed.",
         shortValue: 'Founded 2019; agreed to be acquired by Workday, close unconfirmed',
         confidence: 'estimated',
         sources: [

apps/sim/lib/compare/data/competitors/power-automate.ts

@@ -78,11 +78,11 @@ export const powerAutomateProfile: CompetitorProfile = {
     {
       title: 'No live, concurrent multi-user editing in the flow designer',
       description:
-        "Power Automate's cloud flow designer supports sharing a flow with co-owners and commenting on steps, but not live, concurrent multi-user editing with visible cursors and synced changes on the same flow. Microsoft's live coauthoring feature exists for Power Apps Studio canvas apps, a separate product, not the Power Automate flow designer.",
-      shortDescription: 'No true live co-editing in the flow designer, only sharing and comments.',
+        "Power Automate's cloud flow designer supports sharing a flow with co-owners, but not live, concurrent multi-user editing with visible cursors and synced changes on the same flow. Microsoft's live coauthoring feature exists for Power Apps Studio canvas apps, a separate product, not the Power Automate flow designer.",
+      shortDescription: 'No true live co-editing in the flow designer, only owner-level sharing.',
       source: {
-        url: 'https://www.microsoft.com/en-us/power-platform/products/power-automate',
-        label: 'Power Automate product page',
+        url: 'https://learn.microsoft.com/en-us/power-automate/guide-to-cloud-flow-sharing-permissions',
+        label: 'Guide to cloud flow sharing and permissions | Microsoft Learn',
         asOf: '2026-07-02',
       },
     },

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

@@ -30,7 +30,7 @@ export const stackaiProfile: CompetitorProfile = {
     {
       title: 'PR-gated approval workflow for promoting agents between environments',
       description:
-        'StackAI provides three default, isolated environments (development, staging, production), plus custom environments. Promotion between them requires a pull request that must be reviewed and approved, with an admin approval queue sitting before production deploys. Sim also supports forking a workspace into dev/qa/prod-style environments with diff and promote/rollback, but without a mandatory PR-review or approval gate.',
+        "StackAI provides three default, isolated environments (development, staging, production), plus custom environments. Promotion between them requires a pull request that must be reviewed and approved, with an admin approval queue sitting before production deploys. Sim also supports forking a workspace into dev/qa/prod-style environments with diff and promote/rollback, but without a mandatory PR-review or approval gate, and that capability is itself gated to Sim's Enterprise plan on hosted Sim (or a feature flag on self-hosted deployments).",
       shortDescription: 'PR-gated dev/staging/production promotion with admin approval queues.',
       source: {
         url: 'https://www.stackai.com/blog/the-agentic-development-life-cycle-how-to-manage-ai-agents-at-scale',

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

@@ -50,7 +50,7 @@ export const zapierProfile: CompetitorProfile = {
     {
       title: 'Zapier Copilot (natural-language build assistant)',
       description:
-        "Copilot (open beta) lets users describe an automation or agent in plain language and generates a draft Zap or agent, including custom code steps to fill integration gaps. Zapier's answer to natural-language workflow building, which Sim also offers via Chat and in-editor Copilot.",
+        'Copilot (open beta) lets users describe an automation or agent in plain language and generates a draft Zap or agent, including custom code steps to fill integration gaps. Sim offers the same natural-language building capability via Chat and in-editor Copilot.',
       shortDescription: 'Describe an automation and Copilot builds the Zap or agent for you.',
       source: {
         url: 'https://zapier.com/blog/zapier-copilot-guide/',
@@ -97,9 +97,8 @@ export const zapierProfile: CompetitorProfile = {
     {
       title: 'No documented data-residency choice',
       description:
-        "Zapier is closed-source SaaS only, hosted on AWS in the United States, with no way to keep data off Zapier's infrastructure. Unlike Zapier, Sim can be fully self-hosted via Docker or Kubernetes, so data never has to leave the customer's own infrastructure at all.",
-      shortDescription:
-        'Closed-source SaaS on AWS (US) only; Sim can be fully self-hosted instead.',
+        "Zapier's infrastructure runs on AWS in the United States, with no selectable regional data residency or EU-only hosting option for standard customers.",
+      shortDescription: 'No selectable region; standard customers are US-only (AWS).',
       source: {
         url: 'https://zapier.com/security-compliance',
         label: 'Zapier Security & Compliance (via search cache)',