AiRecMark/Comparisons/Activepieces vs Gumloop

HASH: 0x2a8f...7388 • SNAPSHOT: 2026-09-15 • CORPUS: WORKFLOW AUTOMATION CATEGORY • DIMS V2-5DIM verified SCORING RUBRIC v2

EMPIRICAL BENCHMARK DOSSIER N=2 ARCHIVED TOOLS • 5 DIMENSIONS

Activepieces vs Gumloop: trigger reliability against transformation depth

Activepieces (open-source automation with agents, tables and MCP) and Gumloop (aI agent platform that connects across your tools and executes tasks end-to-end) 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 2026-09-15. Which workflow automation tool should teams standardize on?

workspace_premium AiRecMark Verified Winner

Activepieces Wins by +2.6 Overall Points

Activepieces (83.5/100) leads the Airecmark five-dimension composite, taking Usability, Value for Money. Gumloop (80.9/100) holds a tie on the remaining dimensions. Activepieces entry pricing is roughly 57% lower ($16/mo).

Delta: +2.6 Composite Score Gumloop Best Axis: Output Quality

Activepieces 83.5

Output Quality82

Feature Depth84

Usability

Performance80

Value for Money

Inspect Activepieces →

Gumloop 80.9

Output Quality82

Feature Depth84

Usability80

Performance80

Value for Money78

Inspect Gumloop →

Archive vectors

5-Axis Differential Engine Performance

Activepieces

Gumloop

Value for Money +10.0 pt Lead

Activepieces takes Value for Money by 10.0 points (88 vs 78) on AiRecMark's deterministic five-dimension index.

ACTIVEPIECES (88)88 / 100

GUMLOOP (78)78 / 100

Usability +4.0 pt Lead

Activepieces takes Usability by 4.0 points (84 vs 80) on AiRecMark's deterministic five-dimension index.

ACTIVEPIECES (84)84 / 100

GUMLOOP (80)80 / 100

Output Quality Statistically Par

Activepieces takes Output Quality by 0.0 points (82 vs 82) on AiRecMark's deterministic five-dimension index.

ACTIVEPIECES (82)82 / 100

GUMLOOP (82)82 / 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 Activepieces if...

Optimized for: OSS-Minded Automation Teams

check_circle Composite lead (83.5/100): tops the Airecmark index against Gumloop (80.9/100) on the archive-recorded five-dimension composite.
check_circle Leads Usability (84 vs 80): a 4-point edge on the deterministic index.
check_circle Genuinely usable free tier (100 credits/day): cited in the Airecmark editorial assessment as a differentiator versus Gumloop.
check_circle Self-host/on-prem at the same price as cloud: cited in the Airecmark editorial assessment as a differentiator versus Gumloop.

SUBSCRIPTION TIER

Try Activepieces arrow_forward freemium • from $16/mo • Activepieces

speed

Standardize on Gumloop if...

Optimized for: Ops teams building agentic workflows with BYO keys and enterprise guardrails

check_circle No per-seat pricing — unlimited seats on Pro: cited in the Airecmark editorial assessment as a differentiator versus Activepieces.
check_circle BYO API keys keep model costs transparent: cited in the Airecmark editorial assessment as a differentiator versus Activepieces.
check_circle Native MCP hosting and CLI: cited in the Airecmark editorial assessment as a differentiator versus Activepieces.
check_circle Strongest axis — Feature Depth (84/100): its top recorded dimension, optimized for ops teams building agentic workflows with BYO keys and enterprise guardrails.

SUBSCRIPTION TIER $37 / mo

Try Gumloop arrow_forward subscription • from $37/mo • Gumloop

Empirical Breakdown

5-Axis Benchmark Deep Dive

Dimension scores are drawn from the AiRecMark tool archives (V2-5DIM, as of 2026-09-15) 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

ACTIVEPIECES: 8.2 / 10 GUMLOOP: 8.2 / 10 STATISTICAL TIE

Activepieces — Output Quality

Activepieces posts 82 / 100 on Output Quality. The audit highlights genuinely usable free tier (100 credits/day) and self-host/on-prem at the same price as cloud as its signature strengths.

Gumloop — Output Quality

Gumloop posts 82 / 100 on Output Quality. The audit highlights no per-seat pricing — unlimited seats on Pro and bYO API keys keep model costs transparent as its signature strengths.

AXIS 02

Feature Depth

Breadth, maturity and extensibility of the capability set

ACTIVEPIECES: 8.4 / 10 GUMLOOP: 8.4 / 10 STATISTICAL TIE

Activepieces — Feature Depth

Activepieces posts 84 / 100 on Feature Depth. The audit highlights genuinely usable free tier (100 credits/day) and self-host/on-prem at the same price as cloud as its signature strengths.

Gumloop — Feature Depth

Gumloop posts 84 / 100 on Feature Depth. The audit highlights no per-seat pricing — unlimited seats on Pro and bYO API keys keep model costs transparent as its signature strengths.

AXIS 03

Usability

Onboarding, interface clarity and daily ergonomics

ACTIVEPIECES: 8.4 / 10 GUMLOOP: 8 / 10

Activepieces — Usability

Activepieces posts 84 / 100 on Usability. The audit highlights genuinely usable free tier (100 credits/day) and self-host/on-prem at the same price as cloud as its signature strengths.

Gumloop — Usability

Gumloop posts 80 / 100 on Usability. The audit highlights no per-seat pricing — unlimited seats on Pro and bYO API keys keep model costs transparent as its signature strengths.

AXIS 04

Performance

Speed, stability and consistency under production load

ACTIVEPIECES: 8 / 10 GUMLOOP: 8 / 10 STATISTICAL TIE

Activepieces — Performance

Activepieces posts 80 / 100 on Performance. The audit highlights genuinely usable free tier (100 credits/day) and self-host/on-prem at the same price as cloud as its signature strengths.

Gumloop — Performance

Gumloop posts 80 / 100 on Performance. The audit highlights no per-seat pricing — unlimited seats on Pro and bYO API keys keep model costs transparent as its signature strengths.

AXIS 05

Value for Money

Pricing fairness relative to delivered capability

ACTIVEPIECES: 8.8 / 10 GUMLOOP: 7.8 / 10

Activepieces — Value for Money

Activepieces posts 88 / 100 on Value for Money. Published entry pricing: Free (100 credits/day) · Plus $16/mo annual · Team $166/mo annual · Ultimate custom · OSS self-host free.

Gumloop — Value for Money

Gumloop posts 78 / 100 on Value for Money. Published entry pricing: Starts at $37 / mo (Pro, 20k credits).

Feature-by-Feature Matrix

Exhaustive Technical Specification Diff

COMPLIANCE: AIRECMARK EVALUATION PROTOCOL V2.4

Capability / Specification	Activepieces ($16/mo)	Gumloop ($37/mo)	Deterministic Winner
Overall AirecMark Score Composite of the five recorded dimensions	83.5 / 100	80.9 / 100	Activepieces (Composite lead)
Output Quality Accuracy, depth and reliability of primary outputs	82 / 100	82 / 100	Tie (Identical score)
Feature Depth Breadth, maturity and extensibility of the capability set	84 / 100	84 / 100	Tie (Identical score)
Usability Onboarding, interface clarity and daily ergonomics	84 / 100	80 / 100	Activepieces (+4 pts)
Performance Speed, stability and consistency under production load	80 / 100	80 / 100	Tie (Identical score)
Value for Money Pricing fairness relative to delivered capability	88 / 100	78 / 100	Activepieces (+10 pts)
Starting Price Published entry pricing (USD)	Free (100 credits/day) · Plus $16/mo annual · Team $166/mo annual · Ultimate custom · OSS self-host free	Starts at $37 / mo (Pro, 20k credits)	Activepieces (Lower entry price)
Best For Documented target audience	OSS-Minded Automation Teams	Ops teams building agentic workflows with BYO keys and enterprise guardrails	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 Activepieces and Gumloop 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 Activepieces and Gumloop start from the same baseline.

SETUP: SAME BASELINE

02

Map Pricing to Your Real Usage

Compare published entry tiers against your expected volume. Activepieces starts at $16/mo (freemium); Gumloop starts at $37/mo (subscription) — 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 2.6-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 2026-09-15 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