Agentic Workflows · Reviewed 19 Oct 2026

Dify

Open-source platform for building and deploying production-ready agentic AI workflows.

free tier · dify.ai ↗

Paid against free › Agentic Workflows › Dify

SEO analysis

Collected Oct 19, 2026

dify.ai: an estimated 963,951 total monthly visits and about 7,862 monthly organic visits across 342 ranking keywords. Scout crawled 15 pages and measured a technical health score of 96/100.

Overview

01

Summary

The useful answer before the supporting detail.

Dify is an open-source platform for building production-ready agentic workflows and RAG pipelines S43. It is used by developers and enterprises to deploy AI applications that connect to real-world data and tools S1. The platform provides a visual builder, a marketplace for models and integrations, and flexible deployment options, enabling teams to move from prototype to production S1 S43.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Dify is an open-source platform for production-ready agentic workflows S43 S1.
  • Core purpose: It solves the problem of operationalizing AI workflows beyond prototypes S1.
  • Intended users: Developers and enterprise teams building AI applications S74.
  • Product scope: A platform with a workflow studio, marketplace, and enterprise/community editions S1.
  • Positioning: Positioned as the bridge between AI and the real world S1.
  • Claimed distinction: Democratizes AI agent development S43.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
Consumer Goods & FMCGLet business teams build their own agents S1.
Manufacturing & IndustrialUse one private platform across every business unit S1.
Banking & Financial ServicesUnify business teams on one AI platform S1.
EducationUse one knowledge base for multi-campus services S1.
Assessment & TestingScale item generation with multi-stage review S1.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Visual Workflow StudioBuild agentic workflows with a visual builder S1.
RAG Pipeline CreationCreate repeatable pipelines for files, websites, and drives, with extraction, cleaning, chunking, and indexing S43.
MarketplaceInstall model providers, tools, data sources, and MCP integrations S43.
Publish & MonitorPublish apps as hosted experiences, API endpoints, embeds, or MCP tools, with logs and usage data S43.
Knowledge Base ManagementConnect knowledge bases to agents or workflows after testing retrieval S43.
Plugin SystemDefine and reuse approved plugins across teams S43.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
Model providers (OpenAI, Anthropic, AI model, xAI, Tongyi)IntegrationTry different models using message credits or your own API keys S74.
MCP integrationsIntegrationInstall MCP integrations from the Marketplace S43.
API endpointsAPIPublish apps as API endpoints S43.
WebhooksWebhookTrigger workflows automatically via webhooks S74.
Data sources (Notion, web content)IntegrationSynchronize external sources into knowledge bases S80.
External knowledge basesAPIConnect external knowledge bases via standard or API S80.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
SandboxFree S74200 message credits S74Trying core features S74
Professional$590 per workspace per year S745,000 message credits per month S7450 apps; 20,000 trigger events S74
Team$1,590 per workspace per year S7410,000 message credits per month S74200 apps; unlimited triggers S74
EnterpriseCustom S74Custom S74SSO, commercial licence S74
Community EditionFree, self-hosted S1All core features S74Not established

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
github.com325.3dify, diffy
workflows.so216.5dify
medium.com111dify
reddit.com112dify
diffy.website112diffy
youtube.com113dify
g2.com114dify
diffeyewear.com114diffy
blog.x.com115diffy
docs.dify.ai116dify

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 1.8%
MonthSource
—All AI assistants
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
features. Wait for it instead of throwing and silently skipping HubSpot. document.addEventListener('DOMContentLoaded', function () { document.body.appendChild(s); }, { once: true }); } else { (opts.target === 'body' ? document.body : document.head).appendChild(s); } return s; } function initAmplitude() { // Load the analytics-only SDK. Amplitude's API-key-based Unified Script // enables Session Replay by default, which would record the marketing site. var s = loadScript('https://cdn.amplitude.com/libs/analytics-browser-2.45.4-min.js.gz';, { async: true }); s.onload = function () { if (!window.amplitude) return; // Same init options as the old site: no autocaptured events (go\_to\_cloud // below is the only one we send), and beacon transport + per-event flush // so a CTA click's event still goes out while the page unloads into // cloud.dify.ai (those links navigate in the same tab). window.amplitude.init(CFG.amplitudeApiKey, { defaultTracking: false, autocapture: false, fetchRemoteConfig: false, transport: 'beacon', flushIntervalMillis: 0, flushQueueSize: 1, }); }; // Belt-and-braces from the old site: push out anything still queued when // the page is being hidden/unloaded. window.addEventListener('pagehide', function () { if (!window.amplitude) return; window.amplitude.setTransport('beacon'); window.amplitude.flush(); }); } // Port of the old site's UTM handler: persist campaign params for Amplitude // and PartnerStack attribution. Only writes when a utm\_source is present. function captureUtm() { var p = new URLSearchParams(location.search); var source = p.get('utm\_source'); if (!source) return; var info = { utm\_source: source, utm\_campaign: p.get('utm\_campaign'), utm\_medium: p.get('utm\_medium'), utm\_content: p.get('utm\_content'), utm\_term: p.get('utm\_term'), }; document.cookie = 'utm\_info=' + JSON.stringify(info) + '; domain=' + location.hostname + '; path=/; expires=' + new Date('2999/12/31').toUTCString(); } // Run cb exactly once when the category is (or bechttps://dify.ai/
featuresBanking & Financial ServicesUnify business teams on one AI platformhttps://dify.ai/
features. Wait for it instead of throwing and silently skipping HubSpot. document.addEventListener('DOMContentLoaded', function () { document.body.appendChild(s); }, { once: true }); } else { (opts.target === 'body' ? document.body : document.head).appendChild(s); } return s; } function initAmplitude() { // Load the analytics-only SDK. Amplitude's API-key-based Unified Script // enables Session Replay by default, which would record the marketing site. var s = loadScript('https://cdn.amplitude.com/libs/analytics-browser-2.45.4-min.js.gz';, { async: true }); s.onload = function () { if (!window.amplitude) return; // Same init options as the old site: no autocaptured events (go\_to\_cloud // below is the only one we send), and beacon transport + per-event flush // so a CTA click's event still goes out while the page unloads into // cloud.dify.ai (those links navigate in the same tab). window.amplitude.init(CFG.amplitudeApiKey, { defaultTracking: false, autocapture: false, fetchRemoteConfig: false, transport: 'beacon', flushIntervalMillis: 0, flushQueueSize: 1, }); }; // Belt-and-braces from the old site: push out anything still queued when // the page is being hidden/unloaded. window.addEventListener('pagehide', function () { if (!window.amplitude) return; window.amplitude.setTransport('beacon'); window.amplitude.flush(); }); } // Port of the old site's UTM handler: persist campaign params for Amplitude // and PartnerStack attribution. Only writes when a utm\_source is present. function captureUtm() { var p = new URLSearchParams(location.search); var source = p.get('utm\_source'); if (!source) return; var info = { utm\_source: source, utm\_campaign: p.get('utm\_campaign'), utm\_medium: p.get('utm\_medium'), utm\_content: p.get('utm\_content'), utm\_term: p.get('utm\_term'), }; document.cookie = 'utm\_info=' + JSON.stringify(info) + '; domain=' + location.hostname + '; path=/; expires=' + new Date('2999/12/31').toUTCString(); } // Run cb exactly once when the category is (or bechttps://dify.ai/solutions/assessment-and-testing
featuresBanking & Financial ServicesUnify business teams on one AI platformhttps://dify.ai/solutions/assessment-and-testing
featuresAI for assessment organisations.https://dify.ai/solutions/assessment-and-testing
featuresHand drafting and first-pass review to AI; editors focus on the final call. Decades of editorial rigour scale without the team scaling with it.https://dify.ai/solutions/assessment-and-testing
featuresETS, founded in 1947 and headquartered in Princeton, New Jersey, is one of the world's leading educational assessment organizations. It runs Dify Enterprise as its unified internal AI platform, supporting around 2,000 employees across the organization.https://dify.ai/solutions/assessment-and-testing
featuresWith a 12-person AI platform team, ETS supports 50 to 60 production-grade AI applications across test item generation, content review, quality control, and business innovation.https://dify.ai/solutions/assessment-and-testing
featuresUsing Dify, ETS built a test item quality review workflow covering grammar checks, content review, and fairness evaluation. It reduced the time from business requirement discussion to prototype delivery to around 30 minutes, helping more than 300 employees build and use AI applications directly.https://dify.ai/solutions/assessment-and-testing
features. Wait for it instead of throwing and silently skipping HubSpot. document.addEventListener('DOMContentLoaded', function () { document.body.appendChild(s); }, { once: true }); } else { (opts.target === 'body' ? document.body : document.head).appendChild(s); } return s; } function initAmplitude() { // Load the analytics-only SDK. Amplitude's API-key-based Unified Script // enables Session Replay by default, which would record the marketing site. var s = loadScript('https://cdn.amplitude.com/libs/analytics-browser-2.45.4-min.js.gz';, { async: true }); s.onload = function () { if (!window.amplitude) return; // Same init options as the old site: no autocaptured events (go\_to\_cloud // below is the only one we send), and beacon transport + per-event flush // so a CTA click's event still goes out while the page unloads into // cloud.dify.ai (those links navigate in the same tab). window.amplitude.init(CFG.amplitudeApiKey, { defaultTracking: false, autocapture: false, fetchRemoteConfig: false, transport: 'beacon', flushIntervalMillis: 0, flushQueueSize: 1, }); }; // Belt-and-braces from the old site: push out anything still queued when // the page is being hidden/unloaded. window.addEventListener('pagehide', function () { if (!window.amplitude) return; window.amplitude.setTransport('beacon'); window.amplitude.flush(); }); } // Port of the old site's UTM handler: persist campaign params for Amplitude // and PartnerStack attribution. Only writes when a utm\_source is present. function captureUtm() { var p = new URLSearchParams(location.search); var source = p.get('utm\_source'); if (!source) return; var info = { utm\_source: source, utm\_campaign: p.get('utm\_campaign'), utm\_medium: p.get('utm\_medium'), utm\_content: p.get('utm\_content'), utm\_term: p.get('utm\_term'), }; document.cookie = 'utm\_info=' + JSON.stringify(info) + '; domain=' + location.hostname + '; path=/; expires=' + new Date('2999/12/31').toUTCString(); } // Run cb exactly once when the category is (or bechttps://dify.ai/solutions/banking-and-financial-services
featuresBanking & Financial ServicesUnify business teams on one AI platformhttps://dify.ai/solutions/banking-and-financial-services
featuresAI for banks.https://dify.ai/solutions/banking-and-financial-services
featuresStructured drafting goes to AI; judgment stays with your bankers. One governed platform meets banking-grade compliance, so every business group ships its own AI without rebuilding the platform underneath.https://dify.ai/solutions/banking-and-financial-services
features. Wait for it instead of throwing and silently skipping HubSpot. document.addEventListener('DOMContentLoaded', function () { document.body.appendChild(s); }, { once: true }); } else { (opts.target === 'body' ? document.body : document.head).appendChild(s); } return s; } function initAmplitude() { // Load the analytics-only SDK. Amplitude's API-key-based Unified Script // enables Session Replay by default, which would record the marketing site. var s = loadScript('https://cdn.amplitude.com/libs/analytics-browser-2.45.4-min.js.gz';, { async: true }); s.onload = function () { if (!window.amplitude) return; // Same init options as the old site: no autocaptured events (go\_to\_cloud // below is the only one we send), and beacon transport + per-event flush // so a CTA click's event still goes out while the page unloads into // cloud.dify.ai (those links navigate in the same tab). window.amplitude.init(CFG.amplitudeApiKey, { defaultTracking: false, autocapture: false, fetchRemoteConfig: false, transport: 'beacon', flushIntervalMillis: 0, flushQueueSize: 1, }); }; // Belt-and-braces from the old site: push out anything still queued when // the page is being hidden/unloaded. window.addEventListener('pagehide', function () { if (!window.amplitude) return; window.amplitude.setTransport('beacon'); window.amplitude.flush(); }); } // Port of the old site's UTM handler: persist campaign params for Amplitude // and PartnerStack attribution. Only writes when a utm\_source is present. function captureUtm() { var p = new URLSearchParams(location.search); var source = p.get('utm\_source'); if (!source) return; var info = { utm\_source: source, utm\_campaign: p.get('utm\_campaign'), utm\_medium: p.get('utm\_medium'), utm\_content: p.get('utm\_content'), utm\_term: p.get('utm\_term'), }; document.cookie = 'utm\_info=' + JSON.stringify(info) + '; domain=' + location.hostname + '; path=/; expires=' + new Date('2999/12/31').toUTCString(); } // Run cb exactly once when the category is (or bechttps://dify.ai/solutions/consumer-goods-and-fmcg
featuresBanking & Financial ServicesUnify business teams on one AI platformhttps://dify.ai/solutions/consumer-goods-and-fmcg
featuresAI for consumer brands.https://dify.ai/solutions/consumer-goods-and-fmcg
featuresCampaigns ship faster than IT can build for them. Rather than route every request through a queue, the brand, marketing and operations teams build their own AI agents. A century-old company makes agent-building a company-wide skill.https://dify.ai/solutions/consumer-goods-and-fmcg
featuresA century-old Japanese consumer-goods group is using Dify to train 100 in-house AI Agent developers across its business teams by the end of fiscal 2025, with a parallel target of 30+ department-specific agents in active daily operation.https://dify.ai/solutions/consumer-goods-and-fmcg
featuresThese agents are built on the group's internal generative AI service. Those that automate workflows are owned and managed by the business departments themselves, not by IT.https://dify.ai/solutions/consumer-goods-and-fmcg
features. Wait for it instead of throwing and silently skipping HubSpot. document.addEventListener('DOMContentLoaded', function () { document.body.appendChild(s); }, { once: true }); } else { (opts.target === 'body' ? document.body : document.head).appendChild(s); } return s; } function initAmplitude() { // Load the analytics-only SDK. Amplitude's API-key-based Unified Script // enables Session Replay by default, which would record the marketing site. var s = loadScript('https://cdn.amplitude.com/libs/analytics-browser-2.45.4-min.js.gz';, { async: true }); s.onload = function () { if (!window.amplitude) return; // Same init options as the old site: no autocaptured events (go\_to\_cloud // below is the only one we send), and beacon transport + per-event flush // so a CTA click's event still goes out while the page unloads into // cloud.dify.ai (those links navigate in the same tab). window.amplitude.init(CFG.amplitudeApiKey, { defaultTracking: false, autocapture: false, fetchRemoteConfig: false, transport: 'beacon', flushIntervalMillis: 0, flushQueueSize: 1, }); }; // Belt-and-braces from the old site: push out anything still queued when // the page is being hidden/unloaded. window.addEventListener('pagehide', function () { if (!window.amplitude) return; window.amplitude.setTransport('beacon'); window.amplitude.flush(); }); } // Port of the old site's UTM handler: persist campaign params for Amplitude // and PartnerStack attribution. Only writes when a utm\_source is present. function captureUtm() { var p = new URLSearchParams(location.search); var source = p.get('utm\_source'); if (!source) return; var info = { utm\_source: source, utm\_campaign: p.get('utm\_campaign'), utm\_medium: p.get('utm\_medium'), utm\_content: p.get('utm\_content'), utm\_term: p.get('utm\_term'), }; document.cookie = 'utm\_info=' + JSON.stringify(info) + '; domain=' + location.hostname + '; path=/; expires=' + new Date('2999/12/31').toUTCString(); } // Run cb exactly once when the category is (or bechttps://dify.ai/solutions/education

These are first-party product claims, not independent measurements of AI-search visibility.

15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gap3 first-page appearances across dify, diffy

Website intelligence — Collected evidence

Website evidence gaps

  • integrations: no usable public page was collected; verify whether the site publishes this evidence.
  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
Product HuntDify.AI: Open-source platform for LLMOps,Define your AI-native Apps / Product HuntGrounded web searchI went into Dify expecting another developer toy. I came out genuinely reconsidering what "enterprise-ready" means for AI tooling. The self-hosted version is free under Apache 2.0, which for regulated industries is not a small thing. We had compliance asking questions about every vendor we evaluated, and "you control the code" changes that conversation fast. ... The workflow builder is better than I expected. Six months ago I would have said what it does now requires a custom build. Multi-step p
techjournal.ukDify Brings AI Closer to Everyday Clinical Practice in EuropeGrounded web searchthe institution create a unified Knowledge Assistant, an AI-driven search and ... The impact was immediate. Onboarding time fell from three weeks to three days, HR inquiries declined sharply, and outdated materials were automatically flagged for review.
Product HuntDify.AI Customers / Product HuntGrounded web searchAndsend The world's first customer relationship agent 5.0 (5 reviews) CRM software Predictive AI Sales enablement Per Clingweld Enables us to build LLM agnostic. ... AI so it can better understand users' goals, analyze data, and offer spot-on
cbinsights.comDify CustomersGrounded web searchleading price comparison and review platform has transformed its operations through Dify's AI ... across 2,000 employees' daily operations. The impact was immediate: content creation time drastically reduced, with

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • Did you try dify? I found it was a good beginning for me. https://dify.ai/ / Hacker News — Yes. There're a couple of problems I encountered during my trial and ended up choose to build my own: 1. the version I was using requires the configuration of a 'reranking model', which AFAIK has to be from cohere. Funny enough, I can later opt to not use this reranking model, but I cannot get any functionality working if I don't preconfigure the cohere API key for this model. The problem with this is that, I need to request my company's infosec to allow API call onto cohere, for a functionality
  • langgenius/dify — LLM app development platform. Its intuitive interface combines AI workflow, RAG pipeline, agent capabilities, model management, observability features (including Opik, ... and Arize Phoenix) and more, letting you quickly go from prototype to production.
  • Show HN: Dify.ai – Open-source platform for LLMOps, define your AI-native apps / Hacker News — pinkbanana on May 24, 2023 – Dify.AI is an open-source platform for LLMOps .It offers visual management of prompts, operations, and datasets. Create an AI app in minutes or integrate LLM into your app for continuous improvement.
  • Building an Internal AI Knowledge Base with Dify / ZedIoT — Dify’s AI-powered solution, the company achieved: - 40% Faster Data Integration: Automated workflows reduce manual processing time. - 3x Faster Knowledge Queries: From 5 seconds to 1.5 seconds per query. - Improved Q&A Accuracy: From 70% to over

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipOn May 9, 2023, Dify.AI was officially launched in the production environment. Before a small-scale public beta test could be conducted, the founder of the team spontaneously posted an update on a community platform, whisource
Contact and supportWir empfehlen, den Plan entsprechend Ihrem Nutzungsbedarf zu erweitern. Reicht der Team-Plan nicht aus, wenden Sie sich bitte an support@dify.ai.source
Legal and privacy. Wait for it instead of throwing and silently skipping HubSpot. document.addEventListener('DOMContentLoaded', function () { document.body.appendChild(s); }, { once: true }); } else { (opts.target === 'body' ? document.bsource
Security and complianceSSO / SAML, RBAC, audit logssource
Uptime and status pageNot published on the collected pages.—
Domain registered2023-05-03—
Domain expires2029-05-03—

Not found on the collected pages: uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Dify Pricing - There’s Always a Plan for YouProduct updateProduct update is publicly available. (source)Not dated

Not found in the collected public sources: public roadmap, changelog or release notes, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Self-host or run in your VPC S43.S43
Platforms and appsWeb app S43.S43
API and extensibility (API, SDK, webhooks, MCP, plugins)Publish as API or MCP-compatible tools S43.S43
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsNot published on the collected pages.—
Release activityUpdates and maintenance by Dify officially S74.S74
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2023-05-03 — NameCheap, Inc.
Domain expires2029-05-03
First archived2023-05-09 — web archive
TLS certificateGoogle Trust Services, valid, expires 2026-12-23
Security headersHSTS, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Headers not servedCSP
Server headercloudflare
Mail handled byaspmx.l.google.com, alt1.aspmx.l.google.com
Nameserversdana.ns.cloudflare.com, rocky.ns.cloudflare.com

Not measurable: rdap: exceeded the overall budget; wayback: exceeded the overall budget; tls: exceeded the overall budget; dns: exceeded the overall budget; headers: exceeded the overall budget. A gap here means the lookup was unavailable, not that the finding is negative.

21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 96/100
  • Critical issues: 0
  • Warnings: 3
  • Notices: 25

Issues

SeverityIssueValueAffected URL
noticeMeta description length should be reviewed178https://dify.ai/
noticeImages are missing alt text15https://dify.ai/
noticeImages are missing alt text12https://dify.ai/pricing
noticeImages are missing alt text22https://dify.ai/workflows
noticeMeta description length should be reviewed192https://dify.ai/rag
noticeImages are missing alt text27https://dify.ai/rag
warningTitle length should be reviewed73https://dify.ai/dify-cloud
noticeMeta description length should be reviewed192https://dify.ai/dify-cloud
noticeImages are missing alt text24https://dify.ai/dify-cloud
warningTitle length should be reviewed76https://dify.ai/dify-enterprise
noticeMeta description length should be reviewed184https://dify.ai/dify-enterprise
noticeImages are missing alt text16https://dify.ai/dify-enterprise
noticeImages are missing alt text14https://dify.ai/solutions/assessment-and-testing
noticeImages are missing alt text14https://dify.ai/solutions/manufacturing-and-industrial-technology
noticeMeta description length should be reviewed232https://dify.ai/solutions/consumer-goods-and-fmcg
noticeImages are missing alt text14https://dify.ai/solutions/consumer-goods-and-fmcg
noticeImages are missing alt text14https://dify.ai/solutions/professional-services-and-audit
noticeMeta description length should be reviewed210https://dify.ai/solutions/logistics-and-supply-chain
noticeImages are missing alt text14https://dify.ai/solutions/logistics-and-supply-chain
noticeMeta description length should be reviewed216https://dify.ai/solutions/public-sector
noticeImages are missing alt text14https://dify.ai/solutions/public-sector
noticeMeta description length should be reviewed204https://dify.ai/solutions/banking-and-financial-services
noticeImages are missing alt text14https://dify.ai/solutions/banking-and-financial-services
warningSlow HTML response5263https://dify.ai/solutions/banking-and-financial-services
noticeMeta description length should be reviewed214https://dify.ai/solutions/pharma-and-life-sciences
noticeImages are missing alt text14https://dify.ai/solutions/pharma-and-life-sciences
noticeMeta description length should be reviewed217https://dify.ai/solutions/semiconductor
noticeImages are missing alt text14https://dify.ai/solutions/semiconductor

Crawled pages

StatusTitleH1sWordsResponseURL
200Dify - The Platform for Production-Ready Agentic Workflows1170572 mshttps://dify.ai/
200Dify Pricing - There’s Always a Plan for You1158278 mshttps://dify.ai/pricing
200Dify Workflow Studio - Design Agentic Workflows for Production1129683 mshttps://dify.ai/workflows
200Dify Knowledge Pipeline - Engineer Context for Production AI196556 mshttps://dify.ai/rag
200Dify Cloud - The Managed Platform for Building Production AI Applications1201065 mshttps://dify.ai/dify-cloud
200Dify Enterprise - Infrastructure for Building Agentic AI at Enterprise Scale1145371 mshttps://dify.ai/dify-enterprise
200Assessment & Testing — Dify Solutions1157955 mshttps://dify.ai/solutions/assessment-and-testing
200Manufacturing & Industrial — Dify Solutions1129857 mshttps://dify.ai/solutions/manufacturing-and-industrial-technology
200Consumer Goods & FMCG — Dify Solutions1134342 mshttps://dify.ai/solutions/consumer-goods-and-fmcg
200Professional Services & Audit — Dify Solutions1133546 mshttps://dify.ai/solutions/professional-services-and-audit
200Logistics & Supply Chain — Dify Solutions1126855 mshttps://dify.ai/solutions/logistics-and-supply-chain
200Public Sector — Dify Solutions11318104 mshttps://dify.ai/solutions/public-sector
200Banking & Financial Services — Dify Solutions113305,263 mshttps://dify.ai/solutions/banking-and-financial-services
200Pharma & Life Sciences — Dify Solutions11389127 mshttps://dify.ai/solutions/pharma-and-life-sciences
200Semiconductor — Dify Solutions11329114 mshttps://dify.ai/solutions/semiconductor

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct57.9%
search30.1%
search organic29.6%
search paid0.5%
social1.6%
social organic1.6%
social paid0.0%
referrals7.8%
paid referrals0.3%
mail0.4%
gen ai1.8%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors. Evidence gaps include lack of detailed technical documentation, customer reviews beyond named examples, and specific performance metrics. Open questions remain about data export capabilities and uptime guarantees.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from dify.ai, including the homepage, about, and pricing pages in English, German, and Japanese. Static and browser rendering rendering were used. External proof search was enabled but only verified the existence of a case study. Limitations include potential translation inconsistencies and lack of first-party review data.

Paid against free, in your inbox

One job at a time: the paid tools worth paying for, the free ones you can run yourself, and who should pick which.

No tracking pixels. One click to leave. We use your address to send Stack Radar and nothing else. Privacy.