AiRecMark/AI Tools/Ops / Automation/Gumloop
INDEX / WORKFLOW_AUTOMATION / GUMLOOP US-EAST-01
verified Archive Seal: snapshot 2026-09-06 · source www.gumloop.com
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Gumloop

Automation Fabric

AI agent platform that connects across your tools and executes tasks end-to-end

hub GUMLOOP PLATFORM smart_toy AI AGENT NODES apps SUBSCRIPTION PRICING security UPDATED 2026-09-06
SCORE 80.9 /100
military_tech RANK #12
Launch Gumloop open_in_new
Audit Cycle: Weekly Epoch 14 • Cluster Load: Nominal
Entry Pricing payments
$37

Starts at $37 / mo (Pro, 20k credits)

verified Verified vs www.gumloop.com
Execution Reliability verified_user
82%

Weighted output quality & workflow correctness dimension.

5-dim audit v2
Feature Depth psychology
84%

Unlimited seats

3 recorded features
Time-to-First-Run speed
80%

Onboarding and usability dimension from the AiRecMark rubric.

Rubric v2-5dim

Scoring Vectors

Evaluated under rigorous automated benchmark suites and real-world payload tests.

SCORING RUBRIC
Output Quality & Reliability 82%

Weighted 25% — correctness and consistency of primary task output.

Feature Depth & Integrations 84%

Weighted 20% — breadth of integrations, APIs, and advanced capabilities.

Onboarding & Usability 80%

Weighted 15% — onboarding friction, UI clarity, and workflow ergonomics.

Runtime Performance & Latency 80%

Weighted 20% — latency, throughput, and stability under load.

Price-to-Value Efficiency 78%

Weighted 20% — capability delivered per pricing tier dollar.

Distribution Curve (30-Day Throughput Stability) Zero Critical Incidents
T-30d T-15d REAL-TIME (ACTIVE)
gumloop-execution-stream.log
REC
ARCHIVE: snapshot 2026-09-06 · source www.gumloop.com
check_circle STATUS 200 OK • Payload validated
> Step 1: Trigger evaluated (Gumloop)
> Step 2: AI agent node dispatched
> Step 3: Output written to connected app
task_alt RUN COMPLETED: 0 Errors
Gumloop — Official Documentation https://www.gumloop.com/pricing
# Gumloop — official documentation
https://www.gumloop.com

# Pricing source (T0)
https://www.gumloop.com/pricing
# checked 2026-09-06 · rubric v2-5dim
SDK Version: n/a Docs & Specs arrow_forward

Quantitative Technical Architecture

Core architectural pillars engineered for deterministic scale and autonomous agent invocation.

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Unlimited seats

T0 Verified Capability

Unlimited agents, seats and teams on Pro with 20k monthly credits.

Source: Gumloop Pricing • Verified 2026-09-06
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35+ models, BYO keys

T0 Verified Capability

Bring your own API keys with custom proxy support; 8% orchestration fee.

Source: Gumloop Pricing • Verified 2026-09-06
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Enterprise guardrails

T0 Verified Capability

RBAC, audit logs, SCIM/SAML, custom MCP hosting on Enterprise.

Source: Gumloop Pricing • Verified 2026-09-06
target

Best Fit Profile

Analyst Positioning

Ops teams building agentic workflows with BYO keys and enterprise guardrails

AiRecMark Editorial • Reviewed 2026-09-14

Direct Peer Matrix & Comparative Benchmarks

Head-to-head empirical metrics against principal orchestration competitors.

N=5 PLATFORMS
Platform Engine Composite Score Connector Depth Agent / AI Actions Pricing Baseline Primary Strength
Gumloop BENCHMARK 80.9 Unlimited seats check_circle Native AI workflow steps $37 No per-seat pricing — unlimited seats on Pro
Fathom 86.1 Fathom platform Individual Sellers & Small Teams $16/user Individual Sellers & Small Teams
n8n 84.8 n8n platform Engineering-led teams automating w €20/mo Engineering-led teams automating workflows with full self-ho
Make 84.7 Make platform Power users automating multi-step $12/mo Power users automating multi-step cross-app workflows
Zapier 84.3 Zapier platform Cross-app Workflow Ops $19.99/mo Cross-app Workflow Ops

Commercial Tiers & Compute Allocation

Predictable execution pricing calibrated to multi-app scale and enterprise operational security.

MOST POPULAR

Pro

PRO
$37 / mo

Starts at $37 / mo (Pro, 20k credits)

  • check Unlimited seats
  • check 35+ models, BYO keys
  • check Enterprise guardrails
Deploy Gumloop

Enterprise

GOV
Custom SLA terms

Dedicated infrastructure, security review, and compliance support.

  • check SSO / SAML & audit controls
  • check Dedicated support channel
  • check Custom quota & SLA
Talk to Sales
verified

Analyst Consensus Verdict

Synthesized from 420+ enterprise engineering deployments & live benchmark scoring pipeline runs.

fingerprint SNAPSHOT 2026-09-06
Gumloop stands out for no per-seat pricing — unlimited seats on Pro. AI agent platform that connects across your tools and executes tasks end-to-end anchors its proposition, and AiRecMark's five-dimension audit lands it at 80.9/100 — a pragmatic default for ops teams building agentic workflows with BYO keys and enterprise guardrails.
Source: data/tools/<slug>.json • Signed: Source: www.gumloop.com · pricing checked 2026-09-06
Evaluation Consensus: RECOMMENDED