Gumloop vs BadMars
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
Gumloop compared with BadMars
| Detail | 
Gumloop | 
BadMars |
|---|
| What it does | The multiplayer AI agent builder
| Fail here first.
|
|---|
| Stage | Not given
| Startup
|
|---|
| Founded | Not given
| 2026
|
|---|
| Based in | US
| RO
|
|---|
| Pricing model | Freemium
| Freemium
|
|---|
| Pricing | Free 14-day trial. Pro plan starts at $37/month with 20,000 monthly credits. Enterprise plan available with custom pricing.
| Not given
|
|---|
| Key features | - Browser automation with real browser execution
- Over 300 native integrations
- Support for any AI model including frontier and open-source
- Session recordings with audit logs
- Human-in-the-loop with secure handoffs
- Password vault for credential management
- CAPTCHA handling
- Agent self-improvement through reflection
- Detailed spend analytics per model and agent
- Role-based access control and governance
| - Panel of 12 hostile specialists trained to find different failure modes
- Verbatim anchoring of every finding to your document
- Score computed by formula based on failure severity and probability
- The Frog: identification of the one critical problem to fix first
- Debrief debate feature to argue back with evidence
- Available in Claude and ChatGPT
- Android app for mobile access
- Program tracking across multiple missions and frog history
- 48-hour full refund guarantee on first Landing
|
|---|
| What makes it different | - Anyone can build agents without coding, not just technical teams
- Full observability and control over AI spend with credit-based billing
- Agents run in real browser with full web access and integration capabilities
- Enterprise-grade security with VPC deployment and data ownership
| - Ranked findings with concrete next steps, not opinions
- Start free, upgrade after seeing results
|
|---|
| Community votes | 0 | 0 |
|---|
| DR (Domain Rating by Ahrefs) | 75 ● no change since last check | 7 ● no change since last check |
|---|
| Trust Flow (Majestic) | 19 | 2 |
|---|
| Citation Flow (Majestic) | 49 | 15 |
|---|
| Referring domains (Majestic) | 4273 | 5 |
|---|
5 details filled in for both companies.
More alternatives to Gumloop More alternatives to BadMars