Preparing your workspace
The honest, side-by-side LMS comparison. AI tutor, mastery gating, deploy time, real annual cost per seat, real implementation fee. Bookmark this — it stays current.
| Dimension | Drivia | Canvas | Moodle | Schoology | Cornerstone | Workday Learning | Docebo |
|---|---|---|---|---|---|---|---|
| Year founded | 2025 (AI-native) | 2008 | 2002 | 2009 | 1999 | Workday Learning 2017 | 2005 |
| AI tutor | Built-in (JAX), H2E-governed | Bolt-on (Khanmigo etc) | None | None | Cornerstone AI (limited) | Workday Skills Cloud | Coach AI |
| Course content | AI-generated from your sources | Instructor upload | Instructor upload | Instructor upload | Marketplace + upload | Marketplace + upload | Marketplace + upload |
| Citations on every claim | Mandatory + clickable | Optional / manual | Optional / manual | Optional / manual | Manual | Manual | Manual |
| Mastery gating | 70%+ quiz to advance | Instructor toggle | Instructor toggle | Instructor toggle | Available | Available | Available |
| Adaptive (BKT) | Built-in | No | Plugin | No | Limited | Skills graph | Limited |
| Multi-tenant | Postgres RLS | Shared infra + row tagging | Self-host per tenant | Limited | Yes | Yes | Yes |
| SSO/SAML | Yes | Yes | Plugin | Yes | Yes | Yes | Yes |
| Deploy time | 1 day | 8-24 weeks | 6-12 weeks | 4-12 weeks | 12-24 weeks | Bundled with Workday | 6-12 weeks |
| Annual price/seat (enterprise) | $25-$80 | $35-$75 | Self-host + svcs | $20-$60 | $50-$120 | Bundled | $60-$150 |
| Implementation fee | $0 hosted | $25k-$150k | Variable | $10k-$50k | $25k-$200k | Included | $10k-$80k |
After the April-May 2026 Instructure breach, most K-12 districts are evaluating away from Canvas. Direct AI-native alternative: Drivia (FERPA, ClassLink + Clever, OneRoster 1.2, ships in a day). Legacy alternatives: Schoology (PowerSchool), itslearning, D2L Brightspace. Drivia's edge is the AI tutor + mastery gating; legacy LMSs' edge is incumbent district familiarity. Decision driver is usually CIO appetite for AI risk.
Depends on team size + budget. Under 500 seats: Drivia (AI-native, $25-80/seat, ships in a day) or Docebo. 500-5,000 seats: Drivia, Docebo, or Cornerstone OnDemand. 5,000+ seats with existing Workday HCM: Workday Learning (bundled) plus Drivia as the AI-tutoring layer via LTI 1.3.
For free: Google Classroom (limited, no AI). Open-source self-host: Moodle (requires hosting + IT staff). Lowest enterprise: Drivia at $25-$80/seat/year with $0 implementation fee, vs. $35-$75 + $25k-$150k implementation for Canvas, or $50-$120 + $25k-$200k for Cornerstone. Drivia is typically the lowest total cost of ownership at 100-5,000 seat counts.