Otera (formerly DeepOpinion) vs Gumloop
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 | Otera (formerly DeepOpinion) | Gumloop |
|---|---|---|
| Audit trail· | States Full Audit Trails alongside field-level confidence scoring “Features like Field-Level Confidence Scoring and Full Audit Trails are what make it possible to safely automate financially significant processes.”www.deepopinion.ai · checked Aug 2, 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· | Decisions are fully auditable (not a black-box), with disclosed reasoning via audit trails and confidence scoring. “While other tools force a choice between a "black-box" AI that can't be audited or a brittle rules engine that can't adapt, Otera provides both intelligent judgment and unbreakable control.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
| Runtime governance· | Vendor states oversight is retained from a single control interface, with AI guardrails and decision-level audit trails. No scope, spend or authority limit is specified. “Keep full oversight from a single control interface, with AI guardrails and decision-level audit trails.”www.deepopinion.ai · checked Aug 2, 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· | no public information www.deepopinion.ai · checked Aug 2, 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· | Vendor states it holds SOC 2 Type II, ISO 27001, GDPR, DORA, HIPAA and EU AI Act certifications (self-declared; no certificate published) “with SOC 2 Type II, ISO 27001, GDPR, DORA, HIPAA, and EU AI Act certifications.”www.deepopinion.ai · checked Aug 2, 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· | States HIPAA and EU AI Act compliance “HIPAA and EU AI Act Compliant”www.deepopinion.ai · checked Aug 2, 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 | Otera (formerly DeepOpinion) | Gumloop |
|---|---|---|
| Autonomy level· | Shifts entire operations from humans to autonomous AI decision agents (high autonomy). “Shift entire operations from humans to AI, with autonomous decision agents.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
| Human oversight· | Humans retain full oversight via a single control interface with guardrails and decision-level audit trails. “Keep full oversight from a single control interface, with AI guardrails and decision-level audit trails.”www.deepopinion.ai · checked Aug 2, 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 |
| Goal complexity· | Handles complex, multi-factor, nuanced decisions rather than simple rule-based (yes/no) tasks. “Critical enterprise business processes are defined by nuance and complexity, not simple 'yes/no' rules.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
| Action space· | Executes entire business workflows end-to-end with 90%+ straight-through processing. “Our platform's multi-agent reasoning architecture was purpose-built to execute entire workflows with 90%+ straight-through processing (STP), even in highly regulated industries.”www.deepopinion.ai · checked Aug 2, 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· | Operates in core enterprise operations in insurance, finance and governance involving validation checks, approval workflows and audit-trail maintenance. “This includes core operations in insurance, finance, and governance that involve complex validation checks, approval workflows, and audit trail maintenance.”www.deepopinion.ai · checked Aug 2, 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.deepopinion.ai · checked Aug 2, 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 | Otera (formerly DeepOpinion) | Gumloop |
|---|---|---|
| Safety policy· | no public information www.deepopinion.ai · checked Aug 2, 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.deepopinion.ai · checked Aug 2, 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· | Customer data handled under contractual controls (region, retention, access, audit); never used to train shared models. “Your data is processed under contractual controls you define: region, retention, access, and audit, and is never used to train shared models.”www.deepopinion.ai · checked Aug 2, 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 | Otera (formerly DeepOpinion) | Gumloop |
|---|---|---|
| Deployment options· | Managed SaaS platform on AWS, Azure, or GCP with customer-isolated tenancy. “Otera is delivered as a managed platform on enterprise cloud infrastructure (AWS, Azure, GCP), with customer-isolated tenancy and your choice of region for data residency, with SOC 2 Type II, ISO 27001, GDPR, DORA, HIPAA, and EU AI Act certifications.”www.deepopinion.ai · checked Aug 2, 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· | no public information www.deepopinion.ai · checked Aug 2, 2026 | Offers 300+ pre-built connectors to external tools “300+ Connectors”www.gumloop.com · checked Aug 18, 2026 |
| Supported regions· | Supports multi-country rollouts (e.g. eight countries for one multinational client), with choice of data residency region. “For one multinational insurer, we rolled out a core process across eight countries; the first implementation took three months, but subsequent countries were live in just 3-4 weeks each.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
Foundation models
| Field | Otera (formerly DeepOpinion) | Gumloop |
|---|---|---|
| Base models· | No single foundation model; uses an "AutoTransformers" model mesh that selects the best AI model per task. “Otera’s AutoTransformers pipeline doesn't rely on a single, generic LLM. It's an optimized model mesh that automatically selects the best-performing AI model for each specific task.”www.deepopinion.ai · checked Aug 2, 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· | Not dependent on a single AI model provider; automatically selects among multiple providers/models. “This ensures you always get best-in-class performance, future-proofs your investment, and de-risks your operations from dependency on any single AI provider.”www.deepopinion.ai · checked Aug 2, 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· | LLM-agnostic architecture allows adapting models as the market changes. “our LLM-agnostic architecture ensures you can adapt to market changes instantly.”www.deepopinion.ai · checked Aug 2, 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 |
| Fine-tuning· | No customer training data or system overhaul needed to deploy; described as self-improving. “Go live with self-improving solutions from a single collaborative platform for rapid ROI. No system overhauls or training data needed.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
Ecosystem
| Field | Otera (formerly DeepOpinion) | Gumloop |
|---|---|---|
| Protocols supported· | no public information www.deepopinion.ai · checked Aug 2, 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· | Agents use proprietary vision models and a multi-layer OCR engine to process documents. “Proprietary Vision Models and Otera’s Multi-Layer OCR Engine allow our agents to see and understand the messy, real-world documents that stall other platforms achieving maximum AI accuracy—including handwritten notes, stamps, complex tables and other corner cases.”www.deepopinion.ai · checked Aug 2, 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 |
| Multi-agent· | Coordinated multi-agent architecture: a "digital workforce" of specialist agents (e.g. Proof Agent, Check Agent) working together. “Instead of relying on a single, monolithic AI, the platform operates like a coordinated digital workforce comprised of specialists all working together on a single task, ensuring every step is handled with expert precision.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
| API access· | no public information www.deepopinion.ai · checked Aug 2, 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 | Otera (formerly DeepOpinion) | Gumloop |
|---|---|---|
| User base· | Vendor states it is trusted by leading Fortune 500 companies; no customer is named in this statement. “Trusted by leading Fortune 500 companies, Otera delivers best-in-class cyber security, data privacy and user trust with extensive encryption and infrastructure protection.”www.deepopinion.ai · checked Aug 2, 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· | Processes 600,000+ annual cases; claims platform scales without added cost as volume rises. “600,000 annual cases are now processed in a matter of seconds - if it had been 6 million, that would have been exactly the same thing.”www.deepopinion.ai · checked Aug 2, 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· | Insurance, finance, and governance sectors. “This includes core operations in insurance, finance, and governance that involve complex validation checks, approval workflows, and audit trail maintenance.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
| High-risk domains· | Used to automate financially significant, highly regulated processes (insurance claims, loans). “Features like Field-Level Confidence Scoring and Full Audit Trails are what make it possible to safely automate financially significant processes.”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.gumloop.com · checked Aug 18, 2026 |
Disclosed by neither
Both Otera (formerly DeepOpinion) and Gumloop 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.
- Documented incidents
- Pricing model
- Price point
- Availability
- Support model
- Open weights
- Context window
- 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 Otera (formerly DeepOpinion) and Gumloop compare on autonomy level?
- Otera (formerly DeepOpinion): Shifts entire operations from humans to autonomous AI decision agents (high autonomy).. Gumloop: no public information disclosed.
- How do Otera (formerly DeepOpinion) and Gumloop compare on human oversight?
- Otera (formerly DeepOpinion): Humans retain full oversight via a single control interface with guardrails and decision-level audit trails.. Gumloop: Spend/budget increases above a set cap require explicit human approval (approve/deny).
- How do Otera (formerly DeepOpinion) and Gumloop compare on goal complexity?
- Otera (formerly DeepOpinion): Handles complex, multi-factor, nuanced decisions rather than simple rule-based (yes/no) tasks.. Gumloop: no public information disclosed.
- How do Otera (formerly DeepOpinion) and Gumloop compare on action space?
- Otera (formerly DeepOpinion): Executes entire business workflows end-to-end with 90%+ straight-through processing.. Gumloop: Agents can take write actions such as drafting and saving emails on the user's behalf.
- How do Otera (formerly DeepOpinion) and Gumloop compare on operating environment?
- Otera (formerly DeepOpinion): Operates in core enterprise operations in insurance, finance and governance involving validation checks, approval workflows and audit-trail maintenance.. 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 Otera (formerly DeepOpinion) and Gumloop compare on initiative?
- Otera (formerly DeepOpinion): 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..