agent · workflow
ClearWork Discovery Agent vs Stack AI
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 | ClearWork Discovery Agent | Stack AI |
|---|---|---|
| Audit trail· | no public information www.clearwork.io · checked Aug 7, 2026 | audit logs, and more “Security and Governance Feature controls, audit logs, and more”www.stack.ai · 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.stack.ai · checked Aug 1, 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 | Feature controls, audit logs, and more “Security and Governance Feature controls, audit logs, and more”www.stack.ai · checked Aug 1, 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 | no public information www.stack.ai · checked Aug 1, 2026 |
| Compliance certifications· | no public information www.clearwork.io · checked Aug 7, 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 |
| 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.stack.ai · checked Aug 1, 2026 |
Agency
| Field | ClearWork Discovery Agent | Stack AI |
|---|---|---|
| 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 | 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· | no public information www.clearwork.io · checked Aug 7, 2026 | “Go from time-consuming process to working agents in minutes”www.stack.ai · checked Aug 1, 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 | 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· | 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 | 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 |
| 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 | no public information www.stack.ai · checked Aug 1, 2026 |
Safety
| Field | ClearWork Discovery Agent | Stack AI |
|---|---|---|
| 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 | no public information www.stack.ai · checked Aug 1, 2026 |
Practicality
| Field | ClearWork Discovery Agent | Stack AI |
|---|---|---|
| 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 | |
| Deployment options· | no public information www.clearwork.io · checked Aug 7, 2026 | Multi-tenant, VPC, on-premise “Deploy Anywhere Multi-tenant, VPC, on-premise”www.stack.ai · checked Aug 1, 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 | 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· | no public information www.clearwork.io · checked Aug 7, 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.clearwork.io · checked Aug 7, 2026 | “White-Glove Experience Dedicated support from AI experts”www.stack.ai · checked Aug 1, 2026 |
Foundation models
| Field | ClearWork Discovery Agent | Stack AI |
|---|---|---|
| Base models· | no public information www.clearwork.io · checked Aug 7, 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· | no public information www.clearwork.io · checked Aug 7, 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· | no public information www.clearwork.io · checked Aug 7, 2026 | “LLM Agnostic Deploy the best-performing model for every specific task”www.stack.ai · checked Aug 1, 2026 |
Ecosystem
| Field | ClearWork Discovery Agent | Stack AI |
|---|---|---|
| Tool use· | no public information www.clearwork.io · checked Aug 7, 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 |
Impact
| Field | ClearWork Discovery Agent | Stack AI |
|---|---|---|
| User base· | no public information www.clearwork.io · checked Aug 7, 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 | 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· | 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.stack.ai · checked Aug 1, 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 | “HIPAA Secure, certified handling of sensitive health information. Healthcare”www.stack.ai · checked Aug 1, 2026 |
Disclosed by neither
Both ClearWork Discovery Agent and Stack AI 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
- Documented incidents
- Pricing model
- Price point
- Open weights
- Fine-tuning
- Context window
- Protocols supported
- Multi-agent
- 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
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- SLA terms
- Evaluation coverage
Questions
- How do ClearWork Discovery Agent and Stack AI compare on human oversight?
- ClearWork Discovery Agent: Human oversight is required; findings are proposed and must be accepted, edited, or rejected by a person.. Stack AI: Integrate human oversight into cricial decision points.
- How do ClearWork Discovery Agent and Stack AI compare on action space?
- ClearWork Discovery Agent: Read (documents, recordings), Write (build knowledge base, generate documents), Execute (run interviews, trace sources). No explicit transact.. Stack AI: read, write, and execute tasks within your existing systems..
- How do ClearWork Discovery Agent and Stack AI compare on operating environment?
- ClearWork Discovery Agent: Operating environment: document repositories (PDF, DOC, XLS, REC), chat, voice interviews, enterprise systems (via uploaded materials).. Stack AI: your existing systems..
- How do ClearWork Discovery Agent and Stack AI compare on initiative?
- ClearWork Discovery Agent: Can self-initiate — identifies gaps and autonomously schedules asynchronous interviews without human prompting.. Stack AI: no public information disclosed.
- How do ClearWork Discovery Agent and Stack AI compare on deployment scale?
- ClearWork Discovery Agent: Publicly available via free trial; production use is active for consulting firms and internal teams.. Stack AI: building and running production-ready AI systems..
- How do ClearWork Discovery Agent and Stack AI compare on target sectors?
- ClearWork Discovery Agent: Target sectors: Consulting & advisory firms, Internal transformation & OpEx teams.. Stack AI: no public information disclosed.