Skip to content

Platform · Technical specification

Zia, the skill graph, and adaptive pathways — three pillars under one operating system for workforce capability.

An analyst-report walkthrough of the architecture behind Zetamu: the proprietary AI tutor benchmarked fastest in the 2024 Aragon Research Globe, the largest open skill graph in corporate L&D, and the adaptive algorithm that closes skill gaps in 47% less time than legacy LMS platforms.

Specification dated January 2026 · Audited by Verdant Analytics · Reviewed against the 2024 Aragon Research Globe, Corporate Learning

Zia tutor interface showing a conversation panel, a competency radar, and a learning pathway rail
Fig. 01 — Zia conversation surface, captured from the 312-deployment cohort dashboard, January 2026.

Pillar 01 · The AI tutor

Zia is the fastest tutor in the category — and the one learners actually finish.

Zia is Zetamu's proprietary AI tutor. Built on a retrieval-grounded architecture trained against the Zetamu skill graph, she delivers personalised curriculum at a 0.07-second median response time — the figure benchmarked by the 2024 Aragon Research Globe for Corporate Learning as the fastest in the category.

  • 97% course-completion rate across 1.84M active learners, vs. an industry average of 14% (Q1 2025)
  • 0.07s median response latency, benchmarked fastest in the 2024 Aragon Research Globe
  • 38,000 granular competencies grounding every answer, drawn from the Zetamu skill graph

She is not a chatbot bolted on top of a content library. Every reply is anchored to a competency node, recommended against the learner's assessed gap, and re-evaluated after each interaction. The result is a tutor who knows what the learner already knows, what they need next, and — crucially — when to stop talking.

A printed skill-graph visualisation showing dense clusters of role competencies
Fig. 02 — Excerpt of the Zetamu skill graph: 4,200 role profiles mapped to 38,000 competencies, January 2026 build.

Pillar 02 · The skill graph

The structural layer: 4,200 roles, 38,000 competencies, one open graph.

The Zetamu skill graph is the largest open competency map in corporate L&D. Every role profile — from junior data analyst to AI Risk Officer — is decomposed into the granular capabilities required to perform it, and every learning asset in the catalogue is mapped back to those capabilities at the node level.

Role profiles 4,200+
Granular competencies 38,000
Asset-to-node mappings 214,000+
Open-license coverage 62% of nodes

The graph is also the first in the category to ship with a SOC-compliant library purpose-built for AI Risk & Governance roles — addressing the audit, model-risk and policy competencies that compliance teams are now formally accountable for. Buyers mapping their workforce against new AI regulation should treat this library as a starting point, not a checklist.

Pillar 03 · Adaptive pathways

The algorithm, in three acts.

Adaptive pathways are where Zia and the skill graph meet. Every learner is benchmarked, sequenced, and re-sequenced against role competencies — closing skill gaps in 47% less time than legacy LMS platforms, measured against the 2024 Verdant Analytics cohort.

  1. Act 01 · Benchmark

    Every learner is scored against the role, not the catalogue.

    On entry, Zia runs a diagnostic pass that maps the learner's existing competencies — drawn from prior roles, project history, and an adaptive diagnostic — to the target role profile in the skill graph. The output is not a course recommendation; it is a gap vector of 30 to 90 specific competencies, ranked by impact on role performance.

    Diagnostic length
    ~18 minutes
    Median competencies scored
    54
    Refresh cadence
    After every session
  2. Act 02 · Sequence

    Pathways are re-sequenced in real time, not at enrolment.

    The pathway engine re-evaluates the learner's gap vector after every interaction with Zia — adjusting the next module, dropping redundant content, and surfacing stretch material when a competency crosses a confidence threshold. Sequencing decisions are logged and auditable, so L&D leaders can replay exactly why a learner saw a given module on a given day.

    Re-sequence events / week
    11.4 average
    Audit log retention
    7 years
    Pathway variants per cohort
    1:1.7
  3. Act 03 · Close

    Skill gaps close in 47% less time than legacy LMS.

    Across the 2024 Verdant Analytics cohort, learners using Zetamu closed the same competency gap in 47% less calendar time than learners using legacy LMS platforms, holding role profile, prior experience and weekly study time constant. The audit measured 2,140 skill gaps closed per deployment on average, across 312 enterprise rollouts.

    Time-to-competent reduction
    −47%
    Gaps closed / deployment
    2,140 average
    Audit reference
    Verdant Analytics, 2024

By the numbers · Cohort audit, Q1 2025

The platform isn't a pilot.

  • 1.84M Active learners across 312 enterprise deployments
  • 312 Enterprise rollouts, audited for the 2024 Verdant Analytics cohort
  • 2,140 Average skill gaps closed per enterprise deployment
  • 3.4× Average ROI on L&D spend across the 2024 cohort

Procurement checklist

Security, scale, and capital — resolved in one beat.

The questions your vendor-risk assessment will ask, answered in the open. Certifications, named customers, third-party recognition, and capital backing — so the security review doesn't bounce off the page.

  • Certifications

    SOC 2 Type II, ISO 27001, and GDPR-certified. Trusted by 47 of the Fortune 500, including Pfizer, Shopify, and Klarna.

    Read the security overview →
  • Third-party recognition

    Named a 2024 Gartner Cool Vendor in Human Capital Management. Ranked #412 on the 2024 Inc. 5000. Winner of the 2024 EdTech Breakthrough Award for Best AI in Education.

    See the full proof set →
  • Capital & company

    Series B closed March 2024 at a $310M valuation: $42M led by Accel, with participation from Emergence Capital and GSV Ventures. Total funding $68M across three rounds. 214 employees across 14 countries as of January 2026.

    Company background →
  • Customer rating

    4.86 / 5 average rating on G2 across 1,204 reviews — the highest in the corporate learning category. 1,840,000+ active learners as of January 2026.

    Read verified reviews →

Ready to see the platform against your own competency map?

Book a Capability Assessment