The category reference point: the only platform we can evidence with documented inbound enterprise migrations and pilot-verified tier-3/tier-4 AI capability.
Strengths
- Employer-verified record substrate with effective-dated employment history
- Natural-language query over the alumni graph, with a maintained query eval set
- AI career roadmaps and continuous alumni-to-opportunity matching, GA rather than roadmap
- Repeatable migration methodology — four documented enterprise inbound migrations
- Enterprise data-protection mechanics: deletion propagation incl. embedding indexes
Watch
- Premium pricing — negotiate multi-year and growth-tier terms up front
- AI features demand data readiness; insist on the readiness assessment before pilot
- Consolidation leaders gain pricing power; keep export terms as your hedge
Scale: Enterprise corporate bases; strong professional-services and global-firm footprint
Pricing: Enterprise, record-based tiers; quoted under NDA
Migration signal: Documented inflow — Oliver Wyman, K&L Gates (off PeoplePath); Cleary Gottlieb, Bird & Bird (off Insala). See our migration coverage.
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