agent · workflow
Gumloop vs Kuberns
55 fields both were evaluated on, 30 of them different — including where one discloses something the other does not. Every value links to the document it came from. 25 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Gumloop | Kuberns |
|---|---|---|
| Audit trail· | “Audit logging Capture detailed audit trails for actions across the organization to understand where data is flowing.”www.gumloop.com · checked Aug 1, 2026 | “Track every login, request, and activity with detailed logs. Kuberns ensures complete visibility so you can monitor user actions, identify unusual behavior, and maintain accountability at all times.”kuberns.com · checked Aug 2, 2026 |
| Runtime governance· | Spend and action controls enforced at run time: budget and quota controls, spend caps by agent/team/org with approval on costly actions, and plain-English policy rules that block, tag or log actions before they run. “App policies and guardrails . Write plain English rules that block, tag, or log actions before they run.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Permission scopes· | Reusable roles with scoped access to credentials and secrets; SAML SSO and SCIM offered. “Roles and permissions . Manage reusable roles, credentials, and secrets with scoped access.”www.gumloop.com · checked Aug 18, 2026 | “Kuberns provides granular privacy settings and fine-tuned access controls, ensuring only the right people access the right resources.”kuberns.com · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Compliance certifications· | SOC 2 Type II, independently audited; GDPR with Zero Data Retention agreements for third-party models. No auditor, certificate or report date published on the page checked. “SOC 2 Type II . Independently audited and compliant. GDPR . Zero Data Retention agreements for third-party models.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Regulatory alignment· | SOC 2 Type II and GDPR are the two frameworks named on the vendor page. “SOC 2 Type II . Independently audited and compliant. GDPR . Zero Data Retention agreements for third-party models.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Dispute process· | no public information www.gumloop.com · checked Aug 18, 2026 | |
| SLA terms· | no public information www.gumloop.com · checked Aug 18, 2026 |
Agency
| Field | Gumloop | Kuberns |
|---|---|---|
| Human oversight· | Spend/budget increases above a set cap require explicit human approval (approve/deny) “Raise to 75k? Deny Approve”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Action space· | Agents can take write actions such as drafting and saving emails on the user's behalf “Draft outreach to the top two and save to my Gmail drafts.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Operating environment· | Agents are used from Slack, Microsoft Teams and Gmail. WhatsApp, listed in the earlier capture, is no longer named on the page. “Microsoft Teams Bring agents into your chats and channels”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Initiative· | Agents can be started by app triggers and recurring (scheduled) tasks. The earlier "running in the background" wording is no longer on the page. “App triggers Recurring tasks 300+ Connectors”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
Safety
| Field | Gumloop | Kuberns |
|---|---|---|
| Safety policy· | Zero Data Retention agreements are in place for third-party models. The stronger claim in the earlier capture - that Gumloop never uses customer data to train AI models - is NOT on the current page; "never uses customer data to train" returns zero matches. “GDPR . Zero Data Retention agreements for third-party models.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Third-party evaluations· | Independently audited and SOC 2 Type II compliant “SOC 2 Type II . Independently audited and compliant.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Data handling· | Zero Data Retention agreements are in place for third-party models. The stronger claim in the earlier capture - that Gumloop never uses customer data to train AI models - is NOT on the current page; "never uses customer data to train" returns zero matches. “GDPR . Zero Data Retention agreements for third-party models.”www.gumloop.com · checked Aug 18, 2026 | “Your data is encrypted in transit and at rest using industry-standard protocols. Kuberns protects sensitive information from unauthorized access with continuous monitoring and automated safeguards.”kuberns.com · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
Practicality
| Field | Gumloop | Kuberns |
|---|---|---|
| Pricing model· | no public information www.gumloop.com · checked Aug 18, 2026 | “Flexible Pay-As-You-Go Pricing: No Strings Attached”kuberns.com · checked Aug 2, 2026 |
| Price point· | no public information www.gumloop.com · checked Aug 18, 2026 | |
| Availability· | no public information www.gumloop.com · checked Aug 18, 2026 | |
| Deployment options· | Offers VPC deployment inside customer AWS, Azure, or Google Cloud environments, in addition to cloud SaaS “Deploy Gumloop inside your own AWS, Azure, or Google Cloud environment to keep data in your network.”www.gumloop.com · checked Aug 18, 2026 | |
| Integrations· | Offers 300+ pre-built connectors to external tools “300+ Connectors”www.gumloop.com · checked Aug 18, 2026 | “Connect with Github & Deploy your site in seconds”kuberns.com · checked Aug 2, 2026 |
| Supported regions· | no public information www.gumloop.com · checked Aug 18, 2026 | “Worldwide accessibility, serving diverse regions.”kuberns.com · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Support model· | no public information www.gumloop.com · checked Aug 18, 2026 |
Foundation models
| Field | Gumloop | Kuberns |
|---|---|---|
| Base models· | Model picker on the vendor page shows Claude Opus 5, Gemini 3.7 Flash, GPT-5.6 Sol, DeepSeek V4-Pro and Grok 4.5. The earlier provider-level list (Anthropic, OpenAI, Gemini, DeepSeek) is no longer on the page; Grok is new. “Claude Opus 5 Claude Opus 5 Gemini 3.7 Flash Gemini 3.7 Flash GPT-5.6 Sol GPT-5.6 Sol DeepSeek V4-Pro DeepSeek V4-Pro Grok 4.5 Grok 4.5”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Model provider· | Model picker on the vendor page shows Claude Opus 5, Gemini 3.7 Flash, GPT-5.6 Sol, DeepSeek V4-Pro and Grok 4.5. The earlier provider-level list (Anthropic, OpenAI, Gemini, DeepSeek) is no longer on the page; Grok is new. “Claude Opus 5 Claude Opus 5 Gemini 3.7 Flash Gemini 3.7 Flash GPT-5.6 Sol GPT-5.6 Sol DeepSeek V4-Pro DeepSeek V4-Pro Grok 4.5 Grok 4.5”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Model swappable· | Control which AI models teams can use; model access can also be set per custom role. “AI model restrictions . Control which AI models teams can use.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
Ecosystem
| Field | Gumloop | Kuberns |
|---|---|---|
| Protocols supported· | Supports MCP (Model Context Protocol) for connecting agents to external tool servers “MCP client and server tracking”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| Tool use· | Every tool call traced through one logging and analytics layer (MCP client and server tracking). “Trace every tool call through one logging and analytics layer.”www.gumloop.com · checked Aug 18, 2026 | no public information kuberns.com · checked Aug 2, 2026 |
| API access· | Publishes a developer API for managing agent skills and connectors “Manage Agent Skills and Connectors from the API”www.gumloop.com · checked Aug 18, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | no public information kuberns.com · checked Aug 2, 2026 |
Impact
| Field | Gumloop | Kuberns |
|---|---|---|
| User base· | Named customers include Instacart, Samsara and Gusto, with a cited $1.5M+ additional ARR case study “Gumloop has been critical in helping all teams at Instacart”www.gumloop.com · checked Aug 18, 2026 | “3000+ Builders Onboarded”kuberns.com · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Deployment scale· | Self-described as infrastructure for "the world's most AI native companies"; no customer count or deployment figure is published. “The AI infrastructure powering the world”www.gumloop.com · checked Aug 18, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | “500+ apps deployed each month by builders”kuberns.com · checked Aug 2, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Target sectors· | no public information www.gumloop.com · checked Aug 18, 2026 | “Deploy with AI agent, Pay Later - Get Started for Just $7. Join Now for Free KUBERNS Deploy With AI Simplify, Automate, and Scale Your Cloud Deployments in minutes!”kuberns.com · checked Aug 2, 2026 |
Disclosed by neither
Both Gumloop and Kuberns publish nothing on these 25 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 25 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Goal complexity
- High-risk domains
- Documented incidents
- Open weights
- Fine-tuning
- Context window
- Multi-agent
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Usage restrictions
- Model or system card
- Incident reporting
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Explainability
- Outcome-based pricing
- Settlement mechanism
- Evaluation coverage
Questions
- How do Gumloop and Kuberns compare on human oversight?
- Gumloop: Spend/budget increases above a set cap require explicit human approval (approve/deny). Kuberns: no public information disclosed.
- How do Gumloop and Kuberns compare on action space?
- Gumloop: Agents can take write actions such as drafting and saving emails on the user's behalf. Kuberns: no public information disclosed.
- How do Gumloop and Kuberns compare on operating environment?
- Gumloop: Agents are used from Slack, Microsoft Teams and Gmail. WhatsApp, listed in the earlier capture, is no longer named on the page.. Kuberns: no public information disclosed.
- How do Gumloop and Kuberns compare on initiative?
- Gumloop: Agents can be started by app triggers and recurring (scheduled) tasks. The earlier "running in the background" wording is no longer on the page.. Kuberns: no public information disclosed.
- How do Gumloop and Kuberns compare on base models?
- Gumloop: Model picker on the vendor page shows Claude Opus 5, Gemini 3.7 Flash, GPT-5.6 Sol, DeepSeek V4-Pro and Grok 4.5. The earlier provider-level list (Anthropic, OpenAI, Gemini, DeepSeek) is no longer on the page; Grok is new.. Kuberns: no public information disclosed.
- How do Gumloop and Kuberns compare on model provider?
- Gumloop: Model picker on the vendor page shows Claude Opus 5, Gemini 3.7 Flash, GPT-5.6 Sol, DeepSeek V4-Pro and Grok 4.5. The earlier provider-level list (Anthropic, OpenAI, Gemini, DeepSeek) is no longer on the page; Grok is new.. Kuberns: no public information disclosed.