agent · ai-hr-agents
Gloat vs SeekOut
55 fields both were evaluated on, 35 of them different — including where one discloses something the other does not. Every value links to the document it came from. 20 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Gloat | SeekOut |
|---|---|---|
| Audit trail· | yes — actions produce auditable records “Every action is explainable, auditable, and reversible.”gloat.com · checked Aug 2, 2026 | |
| Explainability· | actions are explainable “Every action is explainable, auditable, and reversible.”gloat.com · checked Aug 2, 2026 | |
| Runtime governance· | yes — enforced via Business Logic Engine with organizational policies and approval chains “GOVERNANCE BUSINESS LOGIC ENGINE Encodes your organization's unique policies, workflows, and approval chains into agent-executable rules. Ensures every recommendation respects real-world constraints.”gloat.com · checked Aug 2, 2026 | “Human-in-the-loop validation for compliance”www.seekout.com · checked Aug 6, 2026 |
| Permission scopes· | granular permission scopes defined by organizational policies and approval chains “GOVERNANCE BUSINESS LOGIC ENGINE Encodes your organization's unique policies, workflows, and approval chains into agent-executable rules.”gloat.com · checked Aug 2, 2026 | no public information www.seekout.com · checked Aug 6, 2026 |
| Compliance certifications· | no public information gloat.com · checked Aug 2, 2026 | |
| Regulatory alignment· | no public information gloat.com · checked Aug 2, 2026 | |
| Outcome-based pricing· | no public information gloat.com · checked Aug 2, 2026 | “Outcome-based pricing for complex senior roles”www.seekout.com · checked Aug 6, 2026 |
| Evaluation coverage· | no public information gloat.com · checked Aug 2, 2026 | “Regular third-party bias audits (latest: Sept 2025)”www.seekout.com · checked Aug 6, 2026 |
Agency
| Field | Gloat | SeekOut |
|---|---|---|
| Autonomy level· | 5 “03 Act autonomously Message an employee. Schedule a conversation. Enroll in learning. Update succession slate. At scale.”gloat.com · checked Aug 2, 2026 | no public information www.seekout.com · checked Aug 6, 2026 |
| Human oversight· | Human oversight is required via organizational policies, approval chains, and rules; every action is auditable and reversible. “04 Governed by you Your policies. Your approval chains. Your rules. Every action is explainable, auditable, and reversible.”gloat.com · checked Aug 2, 2026 | “Human-in-the-loop validation for compliance”www.seekout.com · checked Aug 6, 2026 |
| Goal complexity· | multi-step “Workflow Agents Run Q3 reviews, onboard new hires, or process comp adjustments end-to-end — freeing HRBPs to do strategic work.”gloat.com · checked Aug 2, 2026 | “Agentic AI recruiting Filling your talent pipeline Rediscover applicants Expert recruiters Source cleared talent”www.seekout.com · checked Aug 6, 2026 |
| Action space· | Messages employees, schedules conversations and enrols users in learning “Message an employee. Schedule a conversation. Enroll in learning. Update succession slate.”gloat.com · checked Aug 2, 2026 | “AI agents do the heavy lifting, finding, reaching, and evaluating candidates”www.seekout.com · checked Aug 6, 2026 |
| Operating environment· | chat, browser, enterprise systems “Lives where your people work Teams, Slack, Zoom, Copilot, mobile.”gloat.com · checked Aug 2, 2026 | |
| Initiative· | can self-initiate “01 Sense continuously Agents monitor signals 24/7. Flight risk, skill emergence, readiness, blockers. Without anyone asking.”gloat.com · checked Aug 2, 2026 | “Agentic AI recruiting uses autonomous AI agents that can research candidate profiles, evaluate qualifications against role requirements, and engage prospects with personalized outreach.”www.seekout.com · checked Aug 6, 2026 |
Safety
| Field | Gloat | SeekOut |
|---|---|---|
| Safety evaluations· | no public information gloat.com · checked Aug 2, 2026 | “Regular third-party bias audits (latest: Sept 2025)”www.seekout.com · checked Aug 6, 2026 |
| Safety policy· | Ethical AI Blog (implies published safety/responsible-use policy) “Ethical AI Blog”gloat.com · checked Aug 2, 2026 | |
| Third-party evaluations· | no public information gloat.com · checked Aug 2, 2026 | “Regular third-party bias audits (latest: Sept 2025)”www.seekout.com · checked Aug 6, 2026 |
| Data handling· | no public information gloat.com · checked Aug 2, 2026 | “Compliant by Design No third-party augmentation. DPA supported”www.seekout.com · checked Aug 6, 2026 |
Practicality
| Field | Gloat | SeekOut |
|---|---|---|
| Pricing model· | no public information gloat.com · checked Aug 2, 2026 | “Outcome-based pricing for complex senior roles”www.seekout.com · checked Aug 6, 2026 |
| Price point· | no public information gloat.com · checked Aug 2, 2026 | |
| Availability· | no public information www.seekout.com · checked Aug 6, 2026 | |
| Deployment options· | no public information gloat.com · checked Aug 2, 2026 | “Seamless ATS integrations No rip-and-replace. Connect in minutes, not months.”www.seekout.com · checked Aug 6, 2026 |
| Integrations· | no public information gloat.com · checked Aug 2, 2026 | “SeekOut integrates with major ATS platforms including Workday, Greenhouse, iCIMS, Lever, and more.”www.seekout.com · checked Aug 6, 2026 |
| Support model· | no public information gloat.com · checked Aug 2, 2026 | “The SeekOut Experience More than a platform. A true partnership from day one. Day 1 You’re not alone We’re here to help from the start. Your goals become our goals.”www.seekout.com · checked Aug 6, 2026 |
Foundation models
| Field | Gloat | SeekOut |
|---|---|---|
| Base models· | Loomra™ (proprietary workforce context engine) “AI TECHNOLOGY Powered by Loomra™. The Workforce Context Engine”gloat.com · checked Aug 2, 2026 | no public information www.seekout.com · checked Aug 6, 2026 |
| Model provider· | Gloat “AI TECHNOLOGY Powered by Loomra™. The Workforce Context Engine”gloat.com · checked Aug 2, 2026 | no public information www.seekout.com · checked Aug 6, 2026 |
| Fine-tuning· | customer fine-tuning supported via no-code builder for rules, stages, and data “Builder Or build your own A no-code builder for HR teams. Wire up your stages, your rules, your data.”gloat.com · checked Aug 2, 2026 | no public information www.seekout.com · checked Aug 6, 2026 |
Ecosystem
| Field | Gloat | SeekOut |
|---|---|---|
| Protocols supported· | no public information gloat.com · checked Aug 2, 2026 | “SeekOut MCP lets you use SeekOut recruiting capabilities inside any MCP-compatible AI assistant - Claude, ChatGPT, Gemini, Copilot, and more.”www.seekout.com · checked Aug 6, 2026 |
| Tool use· | no public information gloat.com · checked Aug 2, 2026 | “AI agents do the heavy lifting, finding, reaching, and evaluating candidates”www.seekout.com · checked Aug 6, 2026 |
| Multi-agent· | no public information gloat.com · checked Aug 2, 2026 | “Our AI agents do the heavy lifting, finding, reaching, and evaluating candidates, while expert SeekOut recruiters guide and refine every step.”www.seekout.com · checked Aug 6, 2026 |
| Marketplace presence· | yes — native Copilot skill in Microsoft Copilot marketplace “Microsoft Copilot Native Copilot skill”gloat.com · checked Aug 2, 2026 | “SeekOut MCP lets you use SeekOut recruiting capabilities inside any MCP-compatible AI assistant - Claude, ChatGPT, Gemini, Copilot, and more.”www.seekout.com · checked Aug 6, 2026 |
Impact
| Field | Gloat | SeekOut |
|---|---|---|
| User base· | world's leading enterprises “Join the world's leading enterprises in building a workforce that adapts and thrives with AI.”gloat.com · checked Aug 2, 2026 | |
| Deployment scale· | enterprise-scale production use “Pre-built. Enterprise-ready. Live on your HCM in weeks.”gloat.com · checked Aug 2, 2026 | “Trusted by 750+ customers to find AI-forward talent”www.seekout.com · checked Aug 6, 2026 |
| Target sectors· | “SeekOut specializes in three role categories: GTM Roles (Sales, Marketing, Customer Success), Engineering Roles (Product, Development), and Business Critical Roles (Backfills, Growth Hires, New Roles)”www.seekout.com · checked Aug 6, 2026 | |
| High-risk domains· | no public information gloat.com · checked Aug 2, 2026 | “Compliant by Design No third-party augmentation. DPA supported”www.seekout.com · checked Aug 6, 2026 |
Disclosed by neither
Both Gloat and SeekOut publish nothing on these 20 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 20 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Supported regions
- Model swappable
- Open weights
- Context window
- API access
- Open source
- Red teaming
- Usage restrictions
- Model or system card
- Incident reporting
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Settlement mechanism
- Dispute process
- SLA terms
Questions
- How do Gloat and SeekOut compare on autonomy level?
- Gloat: 5. SeekOut: no public information disclosed.
- How do Gloat and SeekOut compare on availability?
- Gloat: GA. SeekOut: no public information disclosed.
- How do Gloat and SeekOut compare on base models?
- Gloat: Loomra™ (proprietary workforce context engine). SeekOut: no public information disclosed.
- How do Gloat and SeekOut compare on model provider?
- Gloat: Gloat. SeekOut: no public information disclosed.
- How do Gloat and SeekOut compare on fine-tuning?
- Gloat: customer fine-tuning supported via no-code builder for rules, stages, and data. SeekOut: no public information disclosed.
- How do Gloat and SeekOut compare on permission scopes?
- Gloat: granular permission scopes defined by organizational policies and approval chains. SeekOut: no public information disclosed.