AiRecMark/Comparisons/Dify vs Langflow

HASH: 0xe06e...60cc • SNAPSHOT: 2026-09-17 • CORPUS: WORKFLOW AUTOMATION CATEGORY • DIMS V2-5DIM verified SCORING RUBRIC v2

EMPIRICAL BENCHMARK DOSSIER N=2 ARCHIVED TOOLS • 5 DIMENSIONS

Dify vs Langflow: trigger reliability against transformation depth

Dify (open source LLM app platform: agents, RAG pipelines and workflows) and Langflow (low-code visual builder for AI agents and RAG apps (153k GitHub stars)) go head-to-head across AiRecMark's deterministic five-dimension index — quality, features, usability, performance and value — with every score drawn from published tool archives as of 2026-09-17. Which workflow automation tool should teams standardize on?

workspace_premium AiRecMark Verified Winner

Langflow Wins by +0.2 Overall Points

Langflow (82.2/100) leads the Airecmark five-dimension composite, taking Value for Money. Dify (82.0/100) stays ahead on Output Quality, Feature Depth.

Delta: +0.2 Composite Score Dify Output Quality Lead: +1 pts

Dify 82.0

Output Quality

Feature Depth

Usability76

Performance78

Value for Money84

Inspect Dify →

Langflow 82.2

Output Quality83

Feature Depth84

Usability76

Performance78

Value for Money

Inspect Langflow →

Archive vectors

5-Axis Differential Engine Performance

Dify

Langflow

Value for Money

Langflow takes Value for Money by 4.0 points (88 vs 84) on AiRecMark's deterministic five-dimension index.

LANGFLOW (88)88 / 100

DIFY (84)84 / 100

Feature Depth +2.0 pt Lead

Dify takes Feature Depth by 2.0 points (86 vs 84) on AiRecMark's deterministic five-dimension index.

DIFY (86)86 / 100

LANGFLOW (84)84 / 100

Output Quality +1.0 pt Lead

Dify takes Output Quality by 1.0 points (84 vs 83) on AiRecMark's deterministic five-dimension index.

DIFY (84)84 / 100

LANGFLOW (83)83 / 100

Scenario Architecture

Choose Your Workflow Automation Tool by Working Style

Both tools sit near the top of the workflow automation category, but their dimension profiles and pricing models produce clearly distinct working styles.

terminal

Standardize on Dify if...

Optimized for: Teams Building RAG & Agent Apps

check_circle Leads Output Quality (84 vs 83): a 1-point edge on the deterministic index.
check_circle True open source Community Edition (Docker self-deploy): cited in the Airecmark editorial assessment as a differentiator versus Langflow.
check_circle Visual Workflow Studio plus Knowledge Pipeline: cited in the Airecmark editorial assessment as a differentiator versus Langflow.
check_circle BYOK after included model credits: cited in the Airecmark editorial assessment as a differentiator versus Langflow.

SUBSCRIPTION TIER $590 / yr

Try Dify arrow_forward freemium • from $590/yr • LangGenius (Dify)

speed

Standardize on Langflow if...

Optimized for: Developers Composing LLM Flows Visually

check_circle Composite lead (82.2/100): tops the Airecmark index against Dify (82.0/100) on the archive-recorded five-dimension composite.
check_circle Leads Value for Money (88 vs 84): a 4-point edge on the deterministic index.
check_circle Visual flows with Python customization anywhere: cited in the Airecmark editorial assessment as a differentiator versus Dify.
check_circle Deploy flows as APIs in one click: cited in the Airecmark editorial assessment as a differentiator versus Dify.

SUBSCRIPTION TIER Freemium

Try Langflow arrow_forward freemium • from Freemium • Langflow

Empirical Breakdown

5-Axis Benchmark Deep Dive

Dimension scores are drawn from the AiRecMark tool archives (V2-5DIM, as of 2026-09-17) on a 0-100 scale; per-axis winner calls use the higher dimension score with deterministic tie handling.

AXIS 01

Output Quality

Accuracy, depth and reliability of primary outputs

DIFY: 8.4 / 10 LANGFLOW: 8.3 / 10

Dify — Output Quality

Dify posts 84 / 100 on Output Quality. The audit highlights true open source Community Edition (Docker self-deploy) and visual Workflow Studio plus Knowledge Pipeline as its signature strengths.

Langflow — Output Quality

Langflow posts 83 / 100 on Output Quality. The audit highlights visual flows with Python customization anywhere and deploy flows as APIs in one click as its signature strengths.

AXIS 02

Feature Depth

Breadth, maturity and extensibility of the capability set

DIFY: 8.6 / 10 LANGFLOW: 8.4 / 10

Dify — Feature Depth

Dify posts 86 / 100 on Feature Depth. The audit highlights true open source Community Edition (Docker self-deploy) and visual Workflow Studio plus Knowledge Pipeline as its signature strengths.

Langflow — Feature Depth

Langflow posts 84 / 100 on Feature Depth. The audit highlights visual flows with Python customization anywhere and deploy flows as APIs in one click as its signature strengths.

AXIS 03

Usability

Onboarding, interface clarity and daily ergonomics

DIFY: 7.6 / 10 LANGFLOW: 7.6 / 10 STATISTICAL TIE

Dify — Usability

Dify posts 76 / 100 on Usability. The audit highlights true open source Community Edition (Docker self-deploy) and visual Workflow Studio plus Knowledge Pipeline as its signature strengths.

Langflow — Usability

Langflow posts 76 / 100 on Usability. The audit highlights visual flows with Python customization anywhere and deploy flows as APIs in one click as its signature strengths.

AXIS 04

Performance

Speed, stability and consistency under production load

DIFY: 7.8 / 10 LANGFLOW: 7.8 / 10 STATISTICAL TIE

Dify — Performance

Dify posts 78 / 100 on Performance. The audit highlights true open source Community Edition (Docker self-deploy) and visual Workflow Studio plus Knowledge Pipeline as its signature strengths.

Langflow — Performance

Langflow posts 78 / 100 on Performance. The audit highlights visual flows with Python customization anywhere and deploy flows as APIs in one click as its signature strengths.

AXIS 05

Value for Money

Pricing fairness relative to delivered capability

DIFY: 8.4 / 10 LANGFLOW: 8.8 / 10

Dify — Value for Money

Dify posts 84 / 100 on Value for Money. Published entry pricing: Sandbox free (200 credits) · Professional $590/workspace/yr · Team $1,590/yr · Community self-host free.

Langflow — Value for Money

Langflow posts 88 / 100 on Value for Money. Published entry pricing: Free open source desktop & self-host · free cloud account · enterprise cloud via contact.

Feature-by-Feature Matrix

Exhaustive Technical Specification Diff

COMPLIANCE: AIRECMARK EVALUATION PROTOCOL V2.4

Capability / Specification	Dify ($590/yr)	Langflow (Freemium)	Deterministic Winner
Overall AirecMark Score Composite of the five recorded dimensions	82.0 / 100	82.2 / 100	Langflow (Composite lead)
Output Quality Accuracy, depth and reliability of primary outputs	84 / 100	83 / 100	Dify (+1 pts)
Feature Depth Breadth, maturity and extensibility of the capability set	86 / 100	84 / 100	Dify (+2 pts)
Usability Onboarding, interface clarity and daily ergonomics	76 / 100	76 / 100	Tie (Identical score)
Performance Speed, stability and consistency under production load	78 / 100	78 / 100	Tie (Identical score)
Value for Money Pricing fairness relative to delivered capability	84 / 100	88 / 100	Langflow (+4 pts)
Starting Price Published entry pricing (USD)	Sandbox free (200 credits) · Professional $590/workspace/yr · Team $1,590/yr · Community self-host free	Free open source desktop & self-host · free cloud account · enterprise cloud via contact	Tie (Different pricing models)
Best For Documented target audience	Teams Building RAG & Agent Apps	Developers Composing LLM Flows Visually	Tie (Use-case dependent)

Engineering Operations

Migration Playbook: Switching Without Friction

Swapping a daily driver mid-project is costly. Follow this three-step checklist to evaluate Dify and Langflow on equal terms before standardizing your team.

01

Export Config, Prompts & Data

Inventory what each candidate needs: prompt libraries, templates, connected accounts and project files. Export from your current stack first so Dify and Langflow start from the same baseline.

SETUP: SAME BASELINE

02

Map Pricing to Your Real Usage

Compare published entry tiers against your expected volume. Dify starts at $590/yr (freemium); Langflow starts at Freemium (freemium) — model the monthly cost at your actual workload before committing.

ECONOMICS: PUBLISHED TIERS

03

Run a Two-Week Parallel Trial

Run both tools on the same live tasks for ten working days. Score outputs against the five Airecmark dimensions, then let the 0.2-point composite gap — not vendor marketing — decide the standardization call.

balance

Deterministic Evaluation Methodology & Integrity Standard

AiRecMark evaluates every tool against its deterministic five-dimension index (Quality, Features, Usability, Performance, Value) using official documentation, published pricing pages and the published five-dimension rubric. All scores, deltas and winner calls in this dossier are drawn from the published tool archives as of 2026-09-17 and can be traced back to the public tool profiles.

Affiliate Blind Trust Policy: Any referral commissions or partner links generated through AiRecMark are routed into a blind trust utilized exclusively to fund bare-metal compute benchmarks. Zero sponsored placement or ranking distortion is permitted under any circumstances.

BENCHMARK ENGINE: AIRECMARK-DETERMINISTIC-V2.4 • SOURCE: DATA/TOOLS/*.JSON

Archive record