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Education AI · DOC

Docent Live

AI tutoring and learning operations for organizations.

AI-native learning software with tutoring, assessment and enterprise onboarding architecture. Advanced commercial features are in an unmerged branch and require physical integration tests.

AVAILABILITYSource/IP evaluation — enterprise runtime pending
EVIDENCE STATEAdvanced source branch; physical proof open
Explore architectureRequest product review

Aloria domain: docent.aloria.mx · Product/demo deployment exists; capabilities vary

Evidence reviewed 2026-10-10 · Source and enterprise-turnkey candidate

DOC · PRODUCT SYSTEMSource/IP evaluation — enterprise runtime pending
DOC
Docent LiveEducation AI
01Learner and organization onboarding
02AI-assisted tutoring
03Assess and document learning
04Human instructor oversight

Representative operating-model view. Product-specific proof is separated below.

01 · PROBLEM

What it addresses

Education teams need a governed way to combine tutoring, learning evidence and institutional workflows.

02 · OUTCOME MODEL

What it is intended to enable

A buyer-configurable tutoring and learning platform with explicit separation between demonstration, source features and live enterprise integrations.

OPERATING MODEL

A workflow designed around AI, authority and evidence.

Integration scope is verified during technical review.
  1. 01Learner and organization onboarding
  2. 02AI-assisted tutoring
  3. 03Assess and document learning
  4. 04Human instructor oversight
  5. 05Governed evidence and handoff

GOVERNED BY DESIGN

AI operates inside defined authority.

Controls are evaluated against the target deployment and buyer requirements.

01Role-based access contracts
02Tenant-aware PostgreSQL boundaries
03No direct checkout claim
04Provider readiness guards
05Instructor authority

INTEGRATION SURFACES

Meet the systems already in the enterprise.

  • Gemini AI
  • OIDC
  • PostgreSQL
  • LTI/SCIM source boundaries
  • Google Classroom read-only planning

DEPLOYMENT MODEL

Qualify the environment before commitment.

  • Source/IP purchase review
  • Exact branch and software scope to be agreed
  • Physical identity and integration evidence pending
  • No verified SaaS revenue

EVIDENCE

Source and enterprise-turnkey candidate

Docent enterprise source branch includes PostgreSQL, OIDC and LTI modules but PR #1 is not merged and its physical certification campaign is pending.

Open Evidence Center →
01Verified signal

Educational product interface and backend modules exist

02Verified signal

Advanced features isolated on a source branch

03Verified signal

External providers and institutional flows require validation

BUYER PATHS

See the product through the decision-maker lens.

Role pages frame the decisions and evidence that matter most.
FOR CIOsCIO / Technology ExecutiveFOR AI LEADERSCAIO / AI Governance Leader

DOC · ENTERPRISE EVALUATION

Choose the next useful step.

Start with a short product review, then move into architecture, diligence or a scoped pilot only when fit is established.
Request product review →View engagement modelSecurity brief