NEWJoin 2M+ software buyers|Get Weekly Insights, Trends & Expert PicksSubscribe free →

Flowise vs Vertex AI Comparison

Last updated:

Flowise

4.5(295 reviews)

Starting at Free free

  • Small Business
  • Mid-Market

Flowise is an open-source, low-code tool for building LLM-powered applications and agents through a visual drag-and-drop interface. Developers and non-engineers connect LLM nodes, data loaders, vector stores, memory modu…

Vertex AI

Starting at Contact for pricing

  • Free Trial
  • Large Enterprises
  • Medium Business

Vertex AI offers a comprehensive platform for testing, tuning, and deploying generative AI solutions at an enterprise scale. With access to APIs for leading foundation models, it allows businesses to rapidly prototype, c…

Flowise leads on user satisfaction with a 4.5-star rating across 295 reviews.

Flowise vs Vertex AI — at a glance

FeatureFlowiseVertex AI
Rating4.5 / 5—
Reviews295—
Starting priceFree freeContact for pricing
Free trial No Yes
Free version No No
Best forSmall Business, Mid-Market, EnterpriseLarge Enterprises, Medium Business, Small Business
CategoryGenerative AI Infrastructure SoftwareAI Agent Builder
PlatformsCloud, On-Premise, LinuxSaaS/Web/Cloud
APIAvailable—
Support modesGitHub Issues, Discord Community, Help Center, Enterprise SupportOnline, Business Hours
Certifications—HIPAA, GDPR, ISO 27001
Data residency—Global

Key differences between Flowise and Vertex AI

  • Pricing: Flowise starts at Free free. Vertex AI pricing is not publicly listed.
  • Free trial: Vertex AI offers a free trial; Flowise does not.
  • Target audience: Flowise is built for Small Business and Mid-Market, while Vertex AI targets Large Enterprises and Medium Business.
  • Deployment: Flowise supports Cloud, On-Premise, Linux; Vertex AI supports SaaS/Web/Cloud.

Flowise vs Vertex AI — find the better fit before you commit.

01

Which tool fits your team best

02

Which is actually cheaper for your team size

03

Where each product wins, per real buyers

Most Generative AI Infrastructure Software tools look identical on paper. This comparison cuts to the differences that matter — pricing structure, team fit, and what real buyers found after signing up.

Flowise logo
Talk to an expert
Talk to an expert
Logo
Talk to an expert
Talk to an expert

Free PDF comparison

Download this Flowise vs Vertex AI comparison

Get the full side-by-side as a PDF — these picks plus the top Generative AI Infrastructure Software tools, with verified ratings, pricing and features.

  • Side-by-side on pricing, features & ratings
  • Plus the category top 10, scored & ranked
  • Emailed to you — no on-screen download

No file downloads on screen — we email it to you. One-click unsubscribe anytime.

Flowise vs Vertex AI: Biggest differences

Start here before you go deeper into features.

Flowise

Best for

Small Business, Mid-Market, Enterprise

Vertex AI

Best for enterprises needing scalable, customizable AI model development and deployment.

Choose if
  • You require rapid prototyping and iteration of generative AI models.
  • Your team includes data scientists or ML engineers capable of handling complex AI workflows.
  • You need to fine-tune foundation models with proprietary data for tailored solutions.
Consider alternatives if
  • Your organization lacks sufficient AI expertise or technical resources.
  • You have limited computational infrastructure or want minimal integration complexity.

Flowise typically suits Small Business and Mid-Market. Vertex AI tends to fit Large Enterprises and Medium Business better. The right choice depends on your team size, workflow, and whether a free trial matters.

Description

Flowise is an open-source, low-code tool for building LLM-powered applications and agents through a visual drag-and-drop interface. Developers and non-engineers connect LLM nodes, data ... Read More about Flowise

Vertex AI offers a comprehensive platform for testing, tuning, and deploying generative AI solutions at an enterprise scale. With access to APIs for leading foundation models, it allows ... Read More about Vertex AI

Entry Level Pricing

  • Starts from Free
  • Not Available

Free Trial Availability

  • No free trial

SpotScore

What's this? ↗

9.0/10

Not Available

User Ratings

Based on verified Spotsaas reviews

Best Company Size

—
50 to 5000 employeesLarge Enterprises
Get pricing help
Get pricing help

Where each option fits best

See where each product is strongest, which teams it fits, and what causes buyers to keep looking — before you commit.

Based on buyer reviews and verified product data collected by Spotsaas.

Strengths

Key strengths

Flowise

  • LLM Apps Without Code: Product managers and non-engineers can build and iterate on RAG pipelines and chatbots without developer dependency.
  • From Idea to API in Minutes: Visual flow → REST API endpoint in one click — prototype to deployed AI service faster than any code-first approach.
  • Self-Hosted Privacy: Run Flowise on company infrastructure to keep all document ingestion, LLM calls, and conversation data on-premise.

Vertex AI

  • Model Deployment: With Vertex AI, you can easily deploy machine learning models at scale, letting your team focus on innovation rather than infrastructure management. Your data scientists will benefit from faster time from development to production.
  • Unified Workflows: Vertex AI offers a complete platform that integrates various tools and services, letting your teams collaborate smoothly. This improves productivity and builds better communication across departments.
  • Automated Machine Learning (AutoML): The AutoML capabilities let users of all skill levels build high-quality models without requiring extensive coding expertise. Whether you're a seasoned data scientist or a business analyst, you can use powerful AI without a steep learning curve.
Best fit

Best fit

Flowise

  • Non-engineering teams building internal knowledge base chatbots over company documents without writing code
  • Rapid prototyping of RAG pipelines before committing to a code-first implementation
  • Customer support teams deploying AI chatbots by combining their knowledge base with an LLM via visual canvas

Vertex AI

  • 50 to 5,000 employees.
  • Vertex AI is well-suited for industries such as Fintech, SaaS, Healthcare, Marketing Technology (Martech), and Telecommunications. Typical users include Data Scientists, Machine Learning Engineers, Product Managers, AI Researchers, and Business Analysts.
Watchouts

Reasons buyers look elsewhere

Vertex AI

  • Pricing is higher than competitors like TensorFlow or open-source alternatives — startups and small teams often choose lower-cost platforms
  • Lacks pre-built connectors for industry-specific workflows — organizations in healthcare or finance may need custom integrations
  • Requires Google Cloud infrastructure — teams already invested in AWS or Azure typically avoid the vendor lock-in

Software Demo

Demo

Need a second opinion?

Get decision help from a software advisor

Share your priorities, budget, and team needs, and we’ll help you narrow the options and understand the tradeoffs before you talk to vendors.

Spotsaas advisor
Get decision help from a software advisor
  • Independent advice — matched to your business
  • Understand the tradeoffs before you talk to vendors
  • Free 15-min call with a software advisor.

Step 1 of 4

How big is your team?

We tailor recommendations to companies your size.

Trusted by teams at

How do Flowise and Vertex AI Compare on Features?

Total Features

9 Features

10 Features

Unique Features

No unique features

No unique features

Get Quote
Get Quote

Compare Flowise and Vertex AI on pricing

Review starting price, plan structure, and free-trial access side by side so you can see which option fits your budget and buying process.

Pricing Option

      Starting From

      • Free
      • Not Available

      Pricing Plans

      • Not Available

      Pricing Page

      Pricing information not available

      Vertex AI pricing

      Flowise vs Vertex AI: Other Details

      Organization Types supported

      • Medium Business
      • Large Enterprises
      • Small Business
      • Individuals
      • Freelancers / Consultants
      • Medium Business
      • Large Enterprises
      • Small Business
      • Individuals
      • Freelancers / Consultants

      Platforms Supported

      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Browser Based (Cloud)
      • Browser Based (Cloud)

      Modes of support

      • 24/7 (Live rep)
      • Business Hours
      • Online
      • 24/7 (Live rep)
      • Business Hours
      • Online

      API Support

      • Available
      • Not Available
      Get help choosing
      Get help choosing

      Flowise vs Vertex AI Security & Compliance

      Certifications, data handling, and security controls for IT and compliance evaluators.

      HIPAA

      —
      ✓ Yes

      GDPR

      —
      ✓ Yes

      ISO 27001

      —
      ✓ Yes

      Single Sign-On (SSO)

      —
      ✓ Yes

      Multi-Factor Auth (MFA)

      —
      ✓ Yes

      Data Encryption

      —
      ✓ Yes

      Audit Logs

      —
      ✓ Yes

      Data Residency

      —
      🌐 Global

      Flowise User Reviews & Rating Comparison

      User Ratings

      4.5

      (based on 295 reviews)

      No reviews available for the product

      Rating Distribution

      0

      0

      0

      0

      0

      No reviews available for this product

      Spotsaas Editor’s POV generated by AI

      Buyer sentiment

      Buyer sentiment is very strong across 295 reviews, with consistently positive feedback.

      What buyers like

      • 28,000+ GitHub stars — the most popular open-source visual LLM builder, with extensive community templates and a large pool of available help.
      • Drag-and-drop canvas makes RAG pipeline construction accessible to non-engineers and product teams who would otherwise wait for developer bandwidth.
      • Self-hosted Apache 2.0 license means internal AI tools and sensitive RAG pipelines can run on company infrastructure without external data exposure.

      Common complaints

      • Visual builders produce harder-to-version-control and harder-to-test flows than code — teams with mature CI/CD practices may prefer code-first frameworks.
      • Complex logic (conditionals, loops, error handling) is harder to express visually than in code — very sophisticated workflows often require code customization anyway.

      Buyer sentiment

      Overall positive sentiment highlights Vertex AI's powerful capabilities and productivity benefits, tempered by concerns over complexity and resource requirements.

      What buyers like

      • Ease of model deployment
      • Rapid prototyping and iteration
      • Flexibility and customization

      Common complaints

      • Steep learning curve
      • Integration complexity

      Pros and Cons

      • 28,000+ GitHub stars — the most popular open-source visual LLM builder, with extensive community templates and a large pool of available help.

      • Drag-and-drop canvas makes RAG pipeline construction accessible to non-engineers and product teams who would otherwise wait for developer bandwidth.

      • Self-hosted Apache 2.0 license means internal AI tools and sensitive RAG pipelines can run on company infrastructure without external data exposure.

      • Visual builders produce harder-to-version-control and harder-to-test flows than code — teams with mature CI/CD practices may prefer code-first frameworks.

      • Complex logic (conditionals, loops, error handling) is harder to express visually than in code — very sophisticated workflows often require code customization anyway.

      • Simplifies AI development from testing to deployment, boosting productivity

      • Enables fast iteration and experimentation for rapid prototyping

      • Allows fine-tuning models with proprietary data for tailored solutions

      • Requires significant technical expertise to fully leverage

      • Integration into existing infrastructure may need additional development effort

      Used Flowise or Vertex AI? Tell buyers what actually differs.

      Media and Screenshots

      Screenshots

      No screenshots available.

      Vertex AI

      5 Screenshots

      Videos

      No videos available.

      video-0

      1 Videos

      Top Alternatives to Flowise and Vertex AI in 2026

      Expand your comparison

      Add another option to compare side by side

      Search by product name to compare pricing, fit, and buyer feedback in one view.

      Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].

      Frequently asked questions

      Which is better, Flowise or Vertex AI?
      Flowise edges out the other on user ratings (4.5 vs -1.0). That said, the best pick depends on your use case, so use the comparison tables above to evaluate each dimension.
      Do Flowise and Vertex AI offer a free trial?
      Vertex AI offers a free trial. Flowise does not.
      What is the starting price of Flowise vs Vertex AI?
      Flowise starts at Free free. Vertex AI starts at Contact for pricing.
      What are the top alternatives to Flowise?
      Top alternatives to Flowise include CrewAI, Anthropic, Groq, Mistral AI, UbiOps.
      What are the top alternatives to Vertex AI?
      Top alternatives to Vertex AI include Phygital+, IBM watsonx.ai, Microsoft Copilot Studio, Agentspace, Salesforce Agentforce.