Eightfold AI vs SeekOut
55 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. 24 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Eightfold AI | SeekOut |
|---|---|---|
| Audit trail· | “ISO/IEC 42001 certified The world's first AI management standard. Eightfold's certification means our AI is built, governed, and monitored against an independent, audited framework.”www.eightfold.ai · checked Aug 1, 2026 | |
| Explainability· | “AI Interviewer interviews the candidates you invite and summarizes each, so recruiters walk in with the context, not the backlog.”www.eightfold.ai · checked Aug 1, 2026 | |
| Runtime governance· | “ISO/IEC 42001 certified The world's first AI management standard. Eightfold's certification means our AI is built, governed, and monitored against an independent, audited framework.”www.eightfold.ai · checked Aug 1, 2026 | “Human-in-the-loop validation for compliance”www.seekout.com · checked Aug 6, 2026 |
| Compliance certifications· | ||
| Regulatory alignment· | “ISO/IEC 42001 certified The world's first AI management standard.”www.eightfold.ai · checked Aug 1, 2026 | |
| Outcome-based pricing· | no public information www.eightfold.ai · checked Aug 1, 2026 | “Outcome-based pricing for complex senior roles”www.seekout.com · checked Aug 6, 2026 |
| Evaluation coverage· | “Third-party bias audits We don't grade our own work. Independent auditors test Eightfold for bias, and the results are available here.”www.eightfold.ai · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | “Regular third-party bias audits (latest: Sept 2025)”www.seekout.com · checked Aug 6, 2026 |
Agency
| Field | Eightfold AI | SeekOut |
|---|---|---|
| Human oversight· | “Eightfold puts AI to work across hiring, but it never decides. Your recruiters do.”www.eightfold.ai · checked Aug 1, 2026 | “Human-in-the-loop validation for compliance”www.seekout.com · checked Aug 6, 2026 |
| Goal complexity· | no public information www.eightfold.ai · checked Aug 1, 2026 | “Agentic AI recruiting Filling your talent pipeline Rediscover applicants Expert recruiters Source cleared talent”www.seekout.com · checked Aug 6, 2026 |
| Action space· | “AI agents support interviews, evaluate candidates around the clock, and guide applicants forward.”www.eightfold.ai · checked Aug 1, 2026 | “AI agents do the heavy lifting, finding, reaching, and evaluating candidates”www.seekout.com · checked Aug 6, 2026 |
| Operating environment· | ||
| Initiative· | “AI agents support interviews, evaluate candidates around the clock”www.eightfold.ai · checked Aug 1, 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 | Eightfold AI | SeekOut |
|---|---|---|
| Safety evaluations· | “Third-party bias audits We don't grade our own work. Independent auditors test Eightfold for bias, and the results are available here.”www.eightfold.ai · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | “Regular third-party bias audits (latest: Sept 2025)”www.seekout.com · checked Aug 6, 2026 |
| Safety policy· | “Responsible AI is something you can verify, not just take on faith. See our approach to responsible AI”www.eightfold.ai · checked Aug 1, 2026 | |
| Third-party evaluations· | “Third-party bias audits We don't grade our own work. Independent auditors test Eightfold for bias, and the results are available here.”www.eightfold.ai · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 10, 2026 and this quote was not there. How we re-check citations | “Regular third-party bias audits (latest: Sept 2025)”www.seekout.com · checked Aug 6, 2026 |
| Data handling· | “FedRAMP Moderate authorized The security bar the U.S. government sets for handling sensitive data. Eightfold meets it, so the same controls protecting federal agencies protect your talent data too.”www.eightfold.ai · checked Aug 1, 2026 | “Compliant by Design No third-party augmentation. DPA supported”www.seekout.com · checked Aug 6, 2026 |
Practicality
| Field | Eightfold AI | SeekOut |
|---|---|---|
| Pricing model· | no public information www.eightfold.ai · checked Aug 1, 2026 | “Outcome-based pricing for complex senior roles”www.seekout.com · checked Aug 6, 2026 |
| Price point· | no public information www.eightfold.ai · checked Aug 1, 2026 | |
| Deployment options· | no public information www.eightfold.ai · checked Aug 1, 2026 | “Seamless ATS integrations No rip-and-replace. Connect in minutes, not months.”www.seekout.com · checked Aug 6, 2026 |
| Integrations· | no public information www.eightfold.ai · checked Aug 1, 2026 | “SeekOut integrates with major ATS platforms including Workday, Greenhouse, iCIMS, Lever, and more.”www.seekout.com · checked Aug 6, 2026 |
| Supported regions· | “FedRAMP Moderate authorized The security bar the U.S. government sets for handling sensitive data.”www.eightfold.ai · checked Aug 1, 2026 | no public information www.seekout.com · checked Aug 6, 2026 |
| Support model· | no public information www.eightfold.ai · checked Aug 1, 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 |
Ecosystem
| Field | Eightfold AI | SeekOut |
|---|---|---|
| Protocols supported· | no public information www.eightfold.ai · checked Aug 1, 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· | “AI agents support interviews, evaluate candidates around the clock, and guide applicants forward.”www.eightfold.ai · checked Aug 1, 2026 | “AI agents do the heavy lifting, finding, reaching, and evaluating candidates”www.seekout.com · checked Aug 6, 2026 |
| Multi-agent· | no public information www.eightfold.ai · checked Aug 1, 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 |
| API access· | no public information www.seekout.com · checked Aug 6, 2026 | |
| Marketplace presence· | no public information www.eightfold.ai · checked Aug 1, 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 | Eightfold AI | SeekOut |
|---|---|---|
| User base· | “Fortune 500 companies already decide with Eightfold.”www.eightfold.ai · checked Aug 1, 2026 | |
| Deployment scale· | “Fortune 500 companies already decide with Eightfold.”www.eightfold.ai · checked Aug 1, 2026 | “Trusted by 750+ customers to find AI-forward talent”www.seekout.com · checked Aug 6, 2026 |
| Target sectors· | “AI NATIVE TALENT INTELLIGENCE Talent intelligence, human-led. The system of intelligence for workforce decisions.”www.eightfold.ai · checked Aug 1, 2026 | “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 www.eightfold.ai · checked Aug 1, 2026 | “Compliant by Design No third-party augmentation. DPA supported”www.seekout.com · checked Aug 6, 2026 |
Disclosed by neither
Both Eightfold AI and SeekOut publish nothing on these 24 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 24 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Documented incidents
- Availability
- Base models
- Model provider
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Open source
- Red teaming
- Usage restrictions
- Model or system card
- Incident reporting
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Permission scopes
- Settlement mechanism
- Dispute process
- SLA terms