agent · workflow
ArchiLabs vs Gumloop
55 fields both were evaluated on, 25 of them different — including where one discloses something the other does not. Every value links to the document it came from. 30 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | ArchiLabs | Gumloop |
|---|---|---|
| Audit trail· | “Every change is tracked automatically with full audit trail for compliance”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | “Audit logging Capture detailed audit trails for actions across the organization to understand where data is flowing.”www.gumloop.com · checked Aug 1, 2026 |
| Explainability· | “AI generates and iterates designs at speed, but every workflow is deterministic, auditable, and reproducible”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | no public information www.gumloop.com · checked Aug 18, 2026 |
| Runtime governance· | “Smart components check themselves. Power budgets, cooling capacity, clearance violations, redundancy policies — all validated in seconds, not hours.”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | 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 |
| Permission scopes· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Compliance certifications· | “Every change is tracked automatically with full audit trail for compliance”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | 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 |
| Regulatory alignment· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
Agency
| Field | ArchiLabs | Gumloop |
|---|---|---|
| Human oversight· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Action space· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Operating environment· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Initiative· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
Safety
| Field | ArchiLabs | Gumloop |
|---|---|---|
| Safety policy· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Third-party evaluations· | no public information www.archilabs.ai · checked Aug 4, 2026 | Independently audited and SOC 2 Type II compliant “SOC 2 Type II . Independently audited and compliant.”www.gumloop.com · checked Aug 18, 2026 |
| Data handling· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
Practicality
| Field | ArchiLabs | Gumloop |
|---|---|---|
| Deployment options· | “Web Native platform”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | 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· | “export back into the BIM stack your team already uses”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | Offers 300+ pre-built connectors to external tools “300+ Connectors”www.gumloop.com · checked Aug 18, 2026 |
Foundation models
| Field | ArchiLabs | Gumloop |
|---|---|---|
| Base models· | “AI can generate them from plain English”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | 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 |
| Model provider· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Model swappable· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
Ecosystem
| Field | ArchiLabs | Gumloop |
|---|---|---|
| Protocols supported· | no public information www.archilabs.ai · checked Aug 4, 2026 | Supports MCP (Model Context Protocol) for connecting agents to external tool servers “MCP client and server tracking”www.gumloop.com · checked Aug 18, 2026 |
| Tool use· | “Python-Native Automation The entire platform is built around Python as a first-class interface. Components are Python classes. Automation workflows are Python scripts.”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | 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 |
| API access· | “Embeddable SDK Embed design automation inside your platform Add ArchiLabs design canvases, smart components, validation rules, pricing events, quote exports, and white-labeled workflows directly into your own application. React API Events”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | 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 |
Impact
| Field | ArchiLabs | Gumloop |
|---|---|---|
| User base· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Deployment scale· | no public information www.archilabs.ai · checked Aug 4, 2026 | 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 |
| Target sectors· | “MEP, modular housing, production homebuilders, fire protection, hospitals, campuses, and critical facilities”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | no public information www.gumloop.com · checked Aug 18, 2026 |
| High-risk domains· | “hospitals, campuses, and critical facilities”www.archilabs.ai · checked Aug 4, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | no public information www.gumloop.com · checked Aug 18, 2026 |
Disclosed by neither
Both ArchiLabs and Gumloop publish nothing on these 30 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 30 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Goal complexity
- Documented incidents
- Pricing model
- Price point
- Availability
- Supported regions
- Support model
- 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
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do ArchiLabs and Gumloop compare on human oversight?
- ArchiLabs: no public information disclosed. Gumloop: Spend/budget increases above a set cap require explicit human approval (approve/deny).
- How do ArchiLabs and Gumloop compare on action space?
- ArchiLabs: no public information disclosed. Gumloop: Agents can take write actions such as drafting and saving emails on the user's behalf.
- How do ArchiLabs and Gumloop compare on operating environment?
- ArchiLabs: no public information disclosed. Gumloop: Agents are used from Slack, Microsoft Teams and Gmail. WhatsApp, listed in the earlier capture, is no longer named on the page..
- How do ArchiLabs and Gumloop compare on initiative?
- ArchiLabs: no public information disclosed. 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..
- How do ArchiLabs and Gumloop compare on user base?
- ArchiLabs: no public information disclosed. Gumloop: Named customers include Instacart, Samsara and Gusto, with a cited $1.5M+ additional ARR case study.
- How do ArchiLabs and Gumloop compare on deployment scale?
- ArchiLabs: no public information disclosed. Gumloop: Self-described as infrastructure for "the world's most AI native companies"; no customer count or deployment figure is published..