Cassidy AI vs Gumloop

Both tools are listed under No-Code Marketing Workflow Automation, and both have been fact-checked by a named editor. This page lines up their structured data and quotes each review’s limitations and pricing notes; it does not pick a winner.

Cassidy AI

Enterprise AI agent and workflow automation platform connecting organizational knowledge bases to no-code multi-step operational tasks.

Pricing: Free plan · $0/mo · Enterprise plan · Autonomy: L3 · Conditional automation · Moat: 4.2/5.0 (Proprietary moat)

Target fit: B2B SaaS (Web SaaS)

Read the Cassidy AI review

Gumloop

No-code AI workflow orchestrator and agent builder enabling technical marketing and operations teams to automate data extraction and web research.

Pricing: From $37/mo · Autonomy: L3 · Conditional automation · Moat: 4.2/5.0 (Proprietary moat)

Target fit: B2B SaaS, Creators / Solo (Web SaaS)

Read the Gumloop review

How Cassidy AI and Gumloop differ

Pricing model: Cassidy AI is freemium, Gumloop is subscription.
Cassidy AI has a free plan; none is recorded for Gumloop.
Headquarters: Cassidy AI in New York, NY, Gumloop in San Francisco, California.

Computed from the fields below. Only editor-verified ratings and vendor-sourced prices are compared.

Side-by-side facts

Field	Cassidy AI	Gumloop
Subtrack	No-Code Marketing Workflow Automation	No-Code Marketing Workflow Automation
Pricing	Free plan · $0/mo · Enterprise plan	From $37/mo
Pricing model	Freemium	Subscription
Free access	Free plan	No free plan disclosed
Enterprise plan	Yes	Not recorded
AI autonomy level	L3 · Conditional automation	L3 · Conditional automation
Moat tier	Proprietary moat	Proprietary moat
Delivery	Web SaaS	Web SaaS
Audience	B2B SaaS	B2B SaaS, Creators / Solo
Headquarters	New York, NY	San Francisco, California
Fact-checked	Sarah Per, Oct 12, 2026	Tim Fenolz, Oct 11, 2026

AI Head-to-Head Procurement Simulator · Evidence-Locked Dossier

Cassidy AI vs Gumloop: TCO & constraint stress test

Test how both tools behave under your team size, monthly budget ceiling, CRM ecosystem, and governance guardrails.

1. Team / Seat Scale

2. Monthly Budget Ceiling

3. Primary Stack

4. Guardrail

At 5 seats and a $800/mo ceiling, both Cassidy AI and Gumloop land in the same risk band (Conditional Fit · Contract & Stack Caveats). Gumloop publishes a self-serve floor (From $37/mo), whereas Cassidy AI requires a custom quote (Free plan · $0/mo · Enterprise plan).

Cassidy AI

Conditional Fit · Contract & Stack Caveats

Estimated Floor (5 Seats · Enterprise / Custom)Custom Quote (Free plan · $0/mo · Enterprise plan)Vendor does not publish a self-serve USD floor on its pricing page; requires sales qualification.Sales-gated pricing vs. $800/mo cap (High quote risk)

Opaque Enterprise Quoting vs. SMB/Mid-Market Budget: Cassidy AI does not disclose a public self-serve floor (Free plan · $0/mo · Enterprise plan). Buyers with a $800/mo cap face high sales-qualification friction.
Published Self-Serve Entry Floor: Cassidy AI publishes a transparent entry point (Free plan · $0/mo · Enterprise plan) with a free tier for initial validation before committing.
Primary Operational Bottleneck: Context Window and Indexing Latency: Synchronization delays occur when indexing high-volume document repositories, leading to temporary retrieval stale states during high-throughput operational runs.

Walk-Away Rule: Walk away if your workflow requires uncapped enterprise volume on the Free plan · $0/mo · Enterprise plan entry plan without upgrading tiers.

Negotiation Lever: Validate exact quota thresholds (seats, credits, or API calls) included in Cassidy AI's Free plan · $0/mo · Enterprise plan tier before converting from monthly to annual billing.

Cassidy AI Pricing ↗Full Cassidy AI Review →

Gumloop

Conditional Fit · Contract & Stack Caveats

Estimated Floor (5 Seats · Pro)From $37 / mo ($444 / yr floor)Published base floor: From $37/mo.Fits within $800/mo cap (5% of ceiling at base floor)

Published Self-Serve Entry Floor: Gumloop publishes a transparent entry point (From $37/mo) for initial validation before committing.
Usage / Credit Burn Volatility: Gumloop uses credit or usage-metered billing (From $37/mo). High-volume automated workflows across 5 seats can trigger mid-cycle overage charges.
Primary Operational Bottleneck: Credit Consumption Volatility: Complex looping nodes running multi-step reasoning models can exhaust monthly orchestration credits rapidly when processing large asynchronous batch datasets.

Walk-Away Rule: Walk away if your workflow requires uncapped enterprise volume on the From $37/mo entry plan without upgrading tiers.

Negotiation Lever: Validate exact quota thresholds (seats, credits, or API calls) included in Gumloop's From $37/mo tier before converting from monthly to annual billing.

Gumloop Pricing ↗Full Gumloop Review →

Interactive Head-to-Head Scenario Red-Teamer · Fact-Gate Verified

Limitations

Cassidy AI

Operational considerations and platform boundaries include: Context Window and Indexing Latency: Synchronization delays occur when indexing high-volume document repositories, leading to temporary retrieval stale states during high-throughput operational runs.

Full limitations in the Cassidy AI review

Gumloop

Operational considerations and platform boundaries include: Browser Automation Fragility: Dynamic DOM mutations, anti-bot protections, and authentication captchas on target websites can intermittently break Gumloop Browser execution paths, necessitating continuous selector maintenance.

Full limitations in the Gumloop review

Pricing notes

Cassidy AI: Free plan · $0/mo · Enterprise plan

Cassidy AI structures its software licensing across modular tiers. The platform provides a free entry option starting at $0, delivering baseline credit allocations, workspace access, and capped index capacity for evaluation teams.

Pricing details in the Cassidy AI review

Cassidy AI pricing page

Gumloop: From $37/mo

Gumloop packages its platform under a usage-based software subscription model starting at $37 per month on the Pro plan. This base entry tier includes unlimited seats and agents alongside 20,000 monthly execution credits and access to standard foundation models.

Pricing details in the Gumloop review

Gumloop pricing page

Frequently asked questions: Cassidy AI vs Gumloop

How does Cassidy AI pricing compare to Gumloop in 2026?

Cassidy AI is listed at Free plan · $0/mo · Enterprise plan (freemium, free plan), whereas Gumloop is listed at From $37/mo (subscription, no free plan disclosed).

How do Cassidy AI and Gumloop compare on AI autonomy and moat depth?

On the MarTechRadar L1–L5 scale, Cassidy AI is rated L3 · Conditional automation with a Proprietary moat moat (4.2/5.0), while Gumloop is rated L3 · Conditional automation with a Proprietary moat moat (4.2/5.0).

Which teams are Cassidy AI and Gumloop built for?

Cassidy AI is a Web SaaS product in No-Code Marketing Workflow Automation designed for B2B SaaS. Gumloop is a Web SaaS product in No-Code Marketing Workflow Automation designed for B2B SaaS, Creators / Solo.

What are the main limitations of Cassidy AI vs Gumloop?

For Cassidy AI: Operational considerations and platform boundaries include: Context Window and Indexing Latency: Synchronization delays occur when indexing high-volume document repositories, leading to temporary retrieval stale states during high-throughput operational runs. For Gumloop: Operational considerations and platform boundaries include: Browser Automation Fragility: Dynamic DOM mutations, anti-bot protections, and authentication captchas on target websites can intermittently break Gumloop Browser execution paths, necessitating continuous selector maintenance.

Excerpts are quoted verbatim from each fact-checked review. Last updated Oct 12, 2026.