agent · workflow
Gumloop vs Nanonets
59 fields both were evaluated on, 31 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 | Gumloop | Nanonets |
|---|---|---|
| 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 | Audit logs stated alongside SSO, private deployment and data residency “SSO, audit logs, private deployment, data residency”nanonets.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 |
| Explainability· | no public information www.gumloop.com · checked Aug 18, 2026 | States every agent run is traceable, auditable, and explainable, scoped by RBAC, implying decisions can be traced to their source rules. “Every agent run in the context graph is traceable, auditable, explainable, and runs on RBAC scopes.”nanonets.com · checked Sep 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 | Enforces per-team budgets, API quotas, and rate limits at runtime with real-time cost dashboards, alongside RBAC scoping of agent authority. “Usage quotas & rate limits Per-team budgets and API quotas with real-time cost dashboards. No surprises.”nanonets.com · checked Sep 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 | Role-based access with fine-grained permissions scoped per workspace, agent and data source “Fine-grained permissions per workspace, agent, and data source.”nanonets.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 | SOC 2 Type II claimed, alongside GDPR and ISO 27001. Self-declared; no certificate or auditor named. “SOC 2 Type II Certified for ongoing security controls. GDPR Aligned with EU data protection laws. ISO 27001 Compliant with global ISMS standards.”nanonets.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 | States alignment with GDPR / EU data-protection law requirements. “GDPR Aligned with EU data protection laws.”nanonets.com · checked Sep 2, 2026 |
| Self-reported performance· | Claims automations can run up to 15x faster “Automations can be up to 15x faster!”www.gumloop.com · checked Sep 5, 2026 Not in our latest capture. We captured this page again on Sep 12, 2026 and this quote was not there. How we re-check citations | no public information nanonets.com · checked Aug 14, 2026 |
Agency
| Field | Gumloop | Nanonets |
|---|---|---|
| Autonomy level· | no public information www.gumloop.com · checked Aug 18, 2026 | Vendor states 94% of complex, document-heavy processes are automated, with 6% left for human judgment (self-reported) “94% of complex, document-heavy processes, automated. 6% left for human judgment.”nanonets.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 |
| 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 | Low-confidence extractions are routed to human review “Human review on low confidence”nanonets.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 |
| Goal complexity· | no public information www.gumloop.com · checked Aug 18, 2026 | Describes its agents as completing work end-to-end -- reading inputs, applying business rules, and posting decisions -- a multi-step process, not a single action. “Agents complete the work end-to-end — reading inputs, applying your rules, and posting decisions into your systems of record.”nanonets.com · checked Sep 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 | Extracts structured data from invoices, purchase orders, bills of lading, and other business documents “Extract structured data from the documents behind your processes, like invoices, POs, bills of lading.”nanonets.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 |
| 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 | Operates embedded within enterprise systems (ERP/finance, procurement, supply chain, healthcare) rather than as a standalone chat interface. “Agents run on context graphs that connect every document, system, rule. Your workflows across finance, operations, healthcare close without a human.”nanonets.com · checked Sep 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 | States confidence scores determine when an agent proceeds autonomously versus escalating to a human, implying it can act without a fresh prompt each time. “Confidence scores decide when the agent acts autonomously and when it asks a human.”nanonets.com · checked Sep 2, 2026 |
Safety
| Field | Gumloop | Nanonets |
|---|---|---|
| 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 nanonets.com · checked Sep 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 nanonets.com · checked Sep 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 | States customer data is encrypted with AES-256 at rest and TLS 1.3 in transit, with support for customer-managed keys (BYOK). “Encryption at rest & in transit AES-256 at rest, TLS 1.3 in transit. BYOK supported for customer-managed keys.”nanonets.com · checked Sep 2, 2026 |
Practicality
| Field | Gumloop | Nanonets |
|---|---|---|
| Pricing model· | no public information www.gumloop.com · checked Aug 18, 2026 | Offers a free tier with $50 in trial credits (no card required) suggesting a usage/credit-based pricing structure alongside enterprise plans. “Get started for free $50 free credits, no card required.”nanonets.com · checked Sep 2, 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 | Offers private VPC, single-tenant cloud, or on-premise deployment options. “Private deployment VPC, single-tenant cloud, or on-prem. Choose your infra and network policies.”nanonets.com · checked Sep 2, 2026 |
| Integrations· | Offers 300+ pre-built connectors to external tools “300+ Connectors”www.gumloop.com · checked Aug 18, 2026 | Delivers extracted data to ERP, CRM, or database systems (example shown delivering to SAP) “Delivered to your ERP, CRM, or database”nanonets.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 |
| Supported regions· | no public information www.gumloop.com · checked Aug 18, 2026 | Lets customers pin data processing to specific regions (US, EU, or APAC) so data stays within that geographic boundary. “Data residency Pin data processing to US, EU, APAC regions. Customer data never leaves your boundary.”nanonets.com · checked Sep 2, 2026 |
Foundation models
| Field | Gumloop | Nanonets |
|---|---|---|
| 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 | Uses its own proprietary model, Nanonets OCR-3, for the core data-extraction task, claimed as the most accurate such model available. “Nanonets OCR-3, our proprietary model, is the most accurate data extraction model in the world, making the rest of your pipeline safe to automate.”nanonets.com · checked Sep 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 | Supplies its own in-house model (Nanonets OCR-3) rather than relying on an external model provider for core extraction. “Nanonets OCR-3, our proprietary model, is the most accurate data extraction model in the world, making the rest of your pipeline safe to automate.”nanonets.com · checked Sep 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 nanonets.com · checked Sep 2, 2026 |
Ecosystem
| Field | Gumloop | Nanonets |
|---|---|---|
| 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 | Supports interoperability via the Model Context Protocol (MCP) alongside native retrievers and a REST/GraphQL API, plus integration with major agent platforms. “Point the agents your teams already run at Nanonets through an MCP server, native retrievers, or plain REST/GraphQL API.”nanonets.com · checked Sep 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 | Connects to external systems and communication tools (Slack, Zoom, Teams, email) as well as ERP/finance systems to extract information for agent decisions. “Connect your systems Nanonets connects to Slack, Zoom, Teams, email, all the places where your team's unwritten rules and precedents live, and extracts them.”nanonets.com · checked Sep 2, 2026 |
| Multi-agent· | no public information www.gumloop.com · checked Aug 18, 2026 | Shows multiple distinct named agents (e.g. Freight Audit, AP Clerk, Regional Manager, Business Analyst) participating together within a single workflow run. “Other Agents in this run AP Clerk Agent Scoped access US West · Central Regional Manager Agent Read-only access Americas · Europe Business Analyst Agent Configure access No integrations”nanonets.com · checked Sep 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 | Exposes a REST/GraphQL API for programmatic access, in addition to an MCP server and native retrievers. “REST/GraphQL API”nanonets.com · checked Sep 2, 2026 |
Impact
| Field | Gumloop | Nanonets |
|---|---|---|
| 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 | Reports usage by roughly 35% of the Fortune 500 and over 10,000 enterprises overall. “Used by 35% of the Fortune 500 and 10,000+ enterprises”nanonets.com · checked Sep 2, 2026 |
| 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 | States customer deployments typically reach production within weeks rather than quarters, aided by forward-deployed engineers. “Our team of forward-deployed engineers ensure that your AI projects go live in weeks, not quarters.”nanonets.com · checked Sep 2, 2026 |
| Target sectors· | no public information www.gumloop.com · checked Aug 18, 2026 | Named use cases include invoice processing, order processing, shipment reconciliation, and loan processing “Invoice processing Order processing Shipment reconciliation Loan processing”nanonets.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 |
| High-risk domains· | no public information www.gumloop.com · checked Aug 18, 2026 | Explicitly serves healthcare revenue-cycle management and automates insurance claims adjudication, both high-risk/regulated domains. “+ Healthcare RCM”nanonets.com · checked Sep 2, 2026 |
Disclosed by neither
Both Gumloop and Nanonets 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.
- Documented incidents
- Market recognition
- Price point
- Availability
- Support model
- Open weights
- Fine-tuning
- Context window
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Usage restrictions
- Model or system card
- Incident reporting
- Insurance available
- Own liability cover
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Gumloop and Nanonets compare on autonomy level?
- Gumloop: no public information disclosed. Nanonets: Vendor states 94% of complex, document-heavy processes are automated, with 6% left for human judgment (self-reported).
- How do Gumloop and Nanonets compare on human oversight?
- Gumloop: Spend/budget increases above a set cap require explicit human approval (approve/deny). Nanonets: Low-confidence extractions are routed to human review.
- How do Gumloop and Nanonets compare on goal complexity?
- Gumloop: no public information disclosed. Nanonets: Describes its agents as completing work end-to-end -- reading inputs, applying business rules, and posting decisions -- a multi-step process, not a single action..
- How do Gumloop and Nanonets compare on action space?
- Gumloop: Agents can take write actions such as drafting and saving emails on the user's behalf. Nanonets: Extracts structured data from invoices, purchase orders, bills of lading, and other business documents.
- How do Gumloop and Nanonets 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.. Nanonets: Operates embedded within enterprise systems (ERP/finance, procurement, supply chain, healthcare) rather than as a standalone chat interface..
- How do Gumloop and Nanonets 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.. Nanonets: States confidence scores determine when an agent proceeds autonomously versus escalating to a human, implying it can act without a fresh prompt each time..