Otera (formerly DeepOpinion) vs Stack AI
55 fields both were evaluated on, 26 of them different — including where one discloses something the other does not. Every value links to the document it came from. 29 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Otera (formerly DeepOpinion) | Stack AI |
|---|---|---|
| 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 logs, and more “Security and Governance Feature controls, audit logs, and more”www.stack.ai · 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.stack.ai · checked Aug 1, 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 | Feature controls, audit logs, and more “Security and Governance Feature controls, audit logs, and more”www.stack.ai · checked Aug 1, 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 | “HIPAA Secure, certified handling of sensitive health information. Healthcare 001 GDPR Advanced privacy standards for the protection of personal data. Europe 002 SOC 2 Type II Verified security practices for enterprise-grade data protection. SECURITY 003 ISO 27001 Global excellence in information security management. global 004”www.stack.ai · checked Aug 1, 2026 |
| Regulatory alignment· | States HIPAA and EU AI Act compliance “HIPAA and EU AI Act Compliant”www.deepopinion.ai · checked Aug 2, 2026 | no public information www.stack.ai · checked Aug 1, 2026 |
Agency
| Field | Otera (formerly DeepOpinion) | Stack AI |
|---|---|---|
| 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.stack.ai · checked Aug 1, 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 | Integrate human oversight into cricial decision points “Human in the Loop Integrate human oversight into cricial decision points”www.stack.ai · checked Aug 1, 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 | “Go from time-consuming process to working agents in minutes”www.stack.ai · checked Aug 1, 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 | read, write, and execute tasks within your existing systems. “AI agents built on StackAI can read, write, and execute tasks within your existing systems.”www.stack.ai · checked Aug 1, 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 | your existing systems. “AI agents built on StackAI can read, write, and execute tasks within your existing systems.”www.stack.ai · checked Aug 1, 2026 |
Safety
| Field | Otera (formerly DeepOpinion) | Stack AI |
|---|---|---|
| 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 | no public information www.stack.ai · checked Aug 1, 2026 |
Practicality
| Field | Otera (formerly DeepOpinion) | Stack AI |
|---|---|---|
| Availability· | no public information www.deepopinion.ai · checked Aug 2, 2026 | |
| 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 | Multi-tenant, VPC, on-premise “Deploy Anywhere Multi-tenant, VPC, on-premise”www.stack.ai · checked Aug 1, 2026 |
| Integrations· | no public information www.deepopinion.ai · checked Aug 2, 2026 | 100+ enterprise integrations “With 100+ enterprise integrations, AI agents built on StackAI can read, write, and execute tasks within your existing systems.”www.stack.ai · checked Aug 1, 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 |
| 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 | “GDPR Advanced privacy standards for the protection of personal data. Europe”www.stack.ai · checked Aug 1, 2026 |
| Support model· | no public information www.deepopinion.ai · checked Aug 2, 2026 | “White-Glove Experience Dedicated support from AI experts”www.stack.ai · checked Aug 1, 2026 |
Foundation models
| Field | Otera (formerly DeepOpinion) | Stack AI |
|---|---|---|
| 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 | Claude Sonnet 4.5 “LLM Anthropic Use LLM to identify and pull key financial indicators and create a summary. PROMPT Extract key financial figures from the uploaded report, including revenue, profit, operating expenses, and cash flow. Present the results in a summary. Claude Sonnet 4.5”www.stack.ai · checked Aug 1, 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 |
| 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 | Anthropic “LLM Anthropic”www.stack.ai · checked Aug 1, 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 |
| 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 | “LLM Agnostic Deploy the best-performing model for every specific task”www.stack.ai · checked Aug 1, 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.stack.ai · checked Aug 1, 2026 |
Ecosystem
| Field | Otera (formerly DeepOpinion) | Stack AI |
|---|---|---|
| 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 | read, write, and execute tasks within your existing systems. “AI agents built on StackAI can read, write, and execute tasks within your existing systems.”www.stack.ai · checked Aug 1, 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.stack.ai · checked Aug 1, 2026 |
Impact
| Field | Otera (formerly DeepOpinion) | Stack AI |
|---|---|---|
| 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 | |
| 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 | building and running production-ready AI systems. “StackAI provides a reliable foundation for building and running production-ready AI systems.”www.stack.ai · checked Aug 1, 2026 |
| 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.stack.ai · checked Aug 1, 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 | “HIPAA Secure, certified handling of sensitive health information. Healthcare”www.stack.ai · checked Aug 1, 2026 |
Disclosed by neither
Both Otera (formerly DeepOpinion) and Stack AI publish nothing on these 29 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 29 identical table rows. Each is shown with its source check on the individual profiles.
- Initiative
- Documented incidents
- Pricing model
- Price point
- Open weights
- Context window
- Protocols supported
- API access
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Permission scopes
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Otera (formerly DeepOpinion) and Stack AI compare on autonomy level?
- Otera (formerly DeepOpinion): Shifts entire operations from humans to autonomous AI decision agents (high autonomy).. Stack AI: no public information disclosed.
- How do Otera (formerly DeepOpinion) and Stack AI compare on human oversight?
- Otera (formerly DeepOpinion): Humans retain full oversight via a single control interface with guardrails and decision-level audit trails.. Stack AI: Integrate human oversight into cricial decision points.
- How do Otera (formerly DeepOpinion) and Stack AI compare on action space?
- Otera (formerly DeepOpinion): Executes entire business workflows end-to-end with 90%+ straight-through processing.. Stack AI: read, write, and execute tasks within your existing systems..
- How do Otera (formerly DeepOpinion) and Stack AI 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.. Stack AI: your existing systems..
- How do Otera (formerly DeepOpinion) and Stack AI compare on deployment scale?
- Otera (formerly DeepOpinion): Processes 600,000+ annual cases; claims platform scales without added cost as volume rises.. Stack AI: building and running production-ready AI systems..
- How do Otera (formerly DeepOpinion) and Stack AI compare on target sectors?
- Otera (formerly DeepOpinion): Insurance, finance, and governance sectors.. Stack AI: no public information disclosed.