agent · workflow
ClearWork Discovery Agent vs Gumloop
55 fields both were evaluated on, 27 of them different — including where one discloses something the other does not. Every value links to the document it came from. 28 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | ClearWork Discovery Agent | Gumloop |
|---|---|---|
| Audit trail· | no public information www.clearwork.io · checked Aug 7, 2026 | “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· | Explainability: Each output includes source material and confidence level; ambiguity is flagged, not suppressed. “Every claim carries what Clarity pulled and how confident it is. Ambiguity gets flagged rather than resolved quietly.”www.clearwork.io · checked Aug 7, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
| Runtime governance· | Runtime governance: Human approval gate prevents unvalidated changes from entering the knowledge base. “Nothing enters the record until a person confirms it. Clarity brings findings to you as proposed changes — what it is, where it came from, what it affects. You accept, edit or reject.”www.clearwork.io · checked Aug 7, 2026 | 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· | Permission scopes: Role-based access control and approval workflows. “Role-based access and approvals”www.clearwork.io · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 9, 2026 and this quote was not there. How we re-check citations | 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· | no public information www.clearwork.io · checked Aug 7, 2026 | 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.clearwork.io · checked Aug 7, 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 |
| Dispute process· | Dispute process: Disputes are resolved by tracing the claim to its source material for verification. “When a client challenges a finding in the readout, you don't defend your judgment. You show the source.”www.clearwork.io · checked Aug 7, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
Agency
| Field | ClearWork Discovery Agent | Gumloop |
|---|---|---|
| Human oversight· | Human oversight is required; findings are proposed and must be accepted, edited, or rejected by a person. “Nothing enters the record until a person confirms it. Clarity brings findings to you as proposed changes — what it is, where it came from, what it affects. You accept, edit or reject. Clarity proposes; you approve; ClearWork records.”www.clearwork.io · checked Aug 7, 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· | Read (documents, recordings), Write (build knowledge base, generate documents), Execute (run interviews, trace sources). No explicit transact. “Clarity joined your live meeting Clarity · interviewing the AP Manager "Who signs off invoices over $15,000 — and does that route change by entity?" listening…”www.clearwork.io · checked Aug 7, 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· | Operating environment: document repositories (PDF, DOC, XLS, REC), chat, voice interviews, enterprise systems (via uploaded materials). “Ingest — bring what you already have PDF Onboarding SOP policy document XLS Payroll matrix spreadsheet REC Kickoff call meeting recording DOC Process notes transcript”www.clearwork.io · checked Aug 7, 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· | Can self-initiate — identifies gaps and autonomously schedules asynchronous interviews without human prompting. “Clarity works out what's missing from what you've already got, then sends targeted asynchronous interviews to the people who can close each gap — on their own time.”www.clearwork.io · checked Aug 7, 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 | ClearWork Discovery Agent | Gumloop |
|---|---|---|
| Safety policy· | no public information www.clearwork.io · checked Aug 7, 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.clearwork.io · checked Aug 7, 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· | Data handling: Customer data is not used for model training; retained only for the purpose of the engagement. “Your data never trains a model”www.clearwork.io · checked Aug 7, 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 | ClearWork Discovery Agent | Gumloop |
|---|---|---|
| Availability· | GA (General Availability) — free trial implies full product access; no indication of beta or waitlist. “14-day free trial with unlimited use. Cancel anytime. No card required.”www.clearwork.io · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 9, 2026 and this quote was not there. How we re-check citations | no public information www.gumloop.com · checked Aug 18, 2026 |
| Deployment options· | no public information www.clearwork.io · checked Aug 7, 2026 | 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· | Integrations: PDF, DOC, XLS, REC (audio/video), and likely Jira (implied by 'Jira-style user stories'). “Ingest — bring what you already have PDF Onboarding SOP policy document XLS Payroll matrix spreadsheet REC Kickoff call meeting recording DOC Process notes transcript”www.clearwork.io · checked Aug 7, 2026 | Offers 300+ pre-built connectors to external tools “300+ Connectors”www.gumloop.com · checked Aug 18, 2026 |
Foundation models
| Field | ClearWork Discovery Agent | Gumloop |
|---|---|---|
| Base models· | no public information www.clearwork.io · checked Aug 7, 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 provider· | no public information www.clearwork.io · checked Aug 7, 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.clearwork.io · checked Aug 7, 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 | ClearWork Discovery Agent | Gumloop |
|---|---|---|
| Protocols supported· | no public information www.clearwork.io · checked Aug 7, 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· | no public information www.clearwork.io · checked Aug 7, 2026 | 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· | no public information www.clearwork.io · checked Aug 7, 2026 | 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 | ClearWork Discovery Agent | Gumloop |
|---|---|---|
| User base· | no public information www.clearwork.io · checked Aug 7, 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· | Publicly available via free trial; production use is active for consulting firms and internal teams. “14-day free trial with unlimited use. Cancel anytime. No card required.”www.clearwork.io · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 9, 2026 and this quote was not there. How we re-check citations | 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· | Target sectors: Consulting & advisory firms, Internal transformation & OpEx teams. “For Consultants Discovery you can defend on every client engagement For Internal Teams Process documentation that reflects reality — and stays that way”www.clearwork.io · checked Aug 7, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
| High-risk domains· | High-risk domain: Financial approvals (invoices over £15,000) — implies use in financial control settings. “REQ-016 Approvals above £15,000 route to the finance director, not the department head as documented in the current SOP.”www.clearwork.io · checked Aug 7, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
Disclosed by neither
Both ClearWork Discovery Agent and Gumloop publish nothing on these 28 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 28 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Goal complexity
- Documented incidents
- Pricing model
- Price point
- 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
- SLA terms
- Evaluation coverage
Questions
- How do ClearWork Discovery Agent and Gumloop compare on human oversight?
- ClearWork Discovery Agent: Human oversight is required; findings are proposed and must be accepted, edited, or rejected by a person.. Gumloop: Spend/budget increases above a set cap require explicit human approval (approve/deny).
- How do ClearWork Discovery Agent and Gumloop compare on action space?
- ClearWork Discovery Agent: Read (documents, recordings), Write (build knowledge base, generate documents), Execute (run interviews, trace sources). No explicit transact.. Gumloop: Agents can take write actions such as drafting and saving emails on the user's behalf.
- How do ClearWork Discovery Agent and Gumloop compare on operating environment?
- ClearWork Discovery Agent: Operating environment: document repositories (PDF, DOC, XLS, REC), chat, voice interviews, enterprise systems (via uploaded materials).. 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 ClearWork Discovery Agent and Gumloop compare on initiative?
- ClearWork Discovery Agent: Can self-initiate — identifies gaps and autonomously schedules asynchronous interviews without human prompting.. 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 ClearWork Discovery Agent and Gumloop compare on user base?
- ClearWork Discovery Agent: no public information disclosed. Gumloop: Named customers include Instacart, Samsara and Gusto, with a cited $1.5M+ additional ARR case study.
- How do ClearWork Discovery Agent and Gumloop compare on deployment scale?
- ClearWork Discovery Agent: Publicly available via free trial; production use is active for consulting firms and internal teams.. Gumloop: Self-described as infrastructure for "the world's most AI native companies"; no customer count or deployment figure is published..