Gumloop vs Make: orchestration reach vs governance compared
Gumloop (aI agent platform that connects across your tools and executes tasks end-to-end) and Make (visual automation with 2,000+ app integrations) 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 2026-09-06. Which workflow automation tool should teams standardize on?
Make Wins by +3.8 Overall Points
Make (84.7/100) leads the Airecmark five-dimension composite, taking Output Quality, Feature Depth, Performance, Value for Money. Gumloop (80.9/100) stays ahead on Usability. Make entry pricing is roughly 68% lower ($12/mo).
5-Axis Differential Engine Performance
Make takes Value for Money by 10.0 points (88 vs 78) on AiRecMark's deterministic five-dimension index.
Make takes Feature Depth by 4.0 points (88 vs 84) on AiRecMark's deterministic five-dimension index.
Gumloop takes Usability by 4.0 points (80 vs 76) on AiRecMark's deterministic five-dimension index.
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.
Standardize on Gumloop if...
Optimized for: Ops teams building agentic workflows with BYO keys and enterprise guardrails- check_circle Leads Usability (80 vs 76): a 4-point edge on the deterministic index.
- check_circle No per-seat pricing — unlimited seats on Pro: cited in the Airecmark editorial assessment as a differentiator versus Make.
- check_circle BYO API keys keep model costs transparent: cited in the Airecmark editorial assessment as a differentiator versus Make.
- check_circle Native MCP hosting and CLI: cited in the Airecmark editorial assessment as a differentiator versus Make.
Standardize on Make if...
Optimized for: Power users automating multi-step cross-app workflows- check_circle Composite lead (84.7/100): tops the Airecmark index against Gumloop (80.9/100) on the archive-recorded five-dimension composite.
- check_circle Leads Output Quality (85 vs 82): a 3-point edge on the deterministic index.
- check_circle ~13x more volume per dollar vs Zapier's entry plan: cited in the Airecmark editorial assessment as a differentiator versus Gumloop.
- check_circle Visual builder with deep branching logic: cited in the Airecmark editorial assessment as a differentiator versus Gumloop.
5-Axis Benchmark Deep Dive
Dimension scores are drawn from the AiRecMark tool archives (V2-5DIM, as of 2026-09-06) on a 0-100 scale; per-axis winner calls use the higher dimension score with deterministic tie handling.
Output Quality
Accuracy, depth and reliability of primary outputsGumloop 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.
Make posts 85 / 100 on Output Quality. The audit highlights ~13x more volume per dollar vs Zapier's entry plan and visual builder with deep branching logic as its signature strengths.
Feature Depth
Breadth, maturity and extensibility of the capability setGumloop 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.
Make posts 88 / 100 on Feature Depth. The audit highlights ~13x more volume per dollar vs Zapier's entry plan and visual builder with deep branching logic as its signature strengths.
Usability
Onboarding, interface clarity and daily ergonomicsGumloop 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.
Make posts 76 / 100 on Usability. The audit highlights ~13x more volume per dollar vs Zapier's entry plan and visual builder with deep branching logic as its signature strengths.
Performance
Speed, stability and consistency under production loadGumloop 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.
Make posts 84 / 100 on Performance. The audit highlights ~13x more volume per dollar vs Zapier's entry plan and visual builder with deep branching logic as its signature strengths.
Value for Money
Pricing fairness relative to delivered capabilityGumloop posts 78 / 100 on Value for Money. Published entry pricing: Starts at $37 / mo (Pro, 20k credits).
Make posts 88 / 100 on Value for Money. Published entry pricing: Core $12 / mo (10k credits) · Free 1k credits.
Exhaustive Technical Specification Diff
| Capability / Specification | Gumloop ($37/mo) | Make ($12/mo) | Deterministic Winner |
|---|---|---|---|
|
Overall AirecMark Score
Composite of the five recorded dimensions
|
80.9 / 100 | 84.7 / 100 | Make (Composite lead) |
|
Output Quality
Accuracy, depth and reliability of primary outputs
|
82 / 100 | 85 / 100 | Make (+3 pts) |
|
Feature Depth
Breadth, maturity and extensibility of the capability set
|
84 / 100 | 88 / 100 | Make (+4 pts) |
|
Usability
Onboarding, interface clarity and daily ergonomics
|
80 / 100 | 76 / 100 | Gumloop (+4 pts) |
|
Performance
Speed, stability and consistency under production load
|
80 / 100 | 84 / 100 | Make (+4 pts) |
|
Value for Money
Pricing fairness relative to delivered capability
|
78 / 100 | 88 / 100 | Make (+10 pts) |
|
Starting Price
Published entry pricing (USD)
|
Starts at $37 / mo (Pro, 20k credits) | Core $12 / mo (10k credits) · Free 1k credits | Make (Lower entry price) |
|
Best For
Documented target audience
|
Ops teams building agentic workflows with BYO keys and enterprise guardrails | Power users automating multi-step cross-app workflows | Tie (Use-case dependent) |
Migration Playbook: Switching Without Friction
Swapping a daily driver mid-project is costly. Follow this three-step checklist to evaluate Gumloop and Make on equal terms before standardizing your team.
Export Config, Prompts & Data
Inventory what each candidate needs: prompt libraries, templates, connected accounts and project files. Export from your current stack first so Gumloop and Make start from the same baseline.
Map Pricing to Your Real Usage
Compare published entry tiers against your expected volume. Gumloop starts at $37/mo (subscription); Make starts at $12/mo (freemium) — model the monthly cost at your actual workload before committing.
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 3.8-point composite gap — not vendor marketing — decide the standardization call.
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 2026-09-06 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.
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AiRecMark Tool Rankings
Deterministic leaderboards across archive-recorded AI tools in eight categories.