Return on L&D spend
3.4×
Average ROI across 312 enterprise rollouts, audited by Verdant Analytics.
Zetamu
Vol. 04 · Capability Assessment Brief · 2026
A field report for the AI-native workforce
Adaptive learning pathways that actually move the needle — built for the AI-native workforce.
Zetamu replaces generic course catalogs with adaptive pathways that benchmark every employee against real role competencies. Our proprietary AI tutor closes skill gaps in 47% less time than legacy LMS platforms, and has driven a measurable 3.4x ROI on learning spend across 312 enterprise deployments.
A note from the people who shipped learning at scale
Built by an engineer who built Coursera, and an L&D lead who ran Uber's.
Zetamu was founded in 2020 by Dr. Amara Osei — a principal engineer who led personalization infrastructure at Coursera — and Liam Castellanos, who previously ran learning and development at Uber. Together they had shipped learning to tens of millions of learners, watched completion rates collapse inside catalog-driven LMS deployments, and concluded the unit of work had to change: from "course completion" to "competency closed against a role benchmark."
That thesis is now the operating model behind every Zetamu rollout. We do not sell content. We benchmark a workforce against a role, surface the gaps that matter, and close them with adaptive pathways run by an AI tutor named Zia.
— Amara & Liam, co-founders, Zetamu, Inc.
San Francisco · Lisbon · Singapore
Section 02 · The headline finding
An audited 3.4× ROI on enterprise learning spend — measured across 312 deployments.
Verdant Analytics independently audited the 2024 deployment cohort of 312 enterprise customers. The headline result: every dollar invested in Zetamu returned $3.40 in measurable productivity, retention, and internal-mobility value. The supporting numbers underneath explain how.
Time to close skill gaps
47%
Faster than legacy LMS platforms, measured across the same cohort.
Active learners on platform
1.84M+
Active learners across the 312 enterprise customers, as of January 2026.
Audited cohort: 312 enterprise deployments, calendar year 2024. Methodology available under NDA for qualified L&D buyers. Full report indexed under /proof/.
Section 03 · Mechanism
Three steps, in this order: benchmark, pathway, tutor.
Zetamu is not a content library. It is a competency engine. Every learner is benchmarked against a real role profile, placed on an adaptive pathway, and tutored in-session by Zia — whose 0.07-second median response time is the speed ceiling the rest of the field is now measured against.
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Chapter 01
Benchmark the workforce against the role.
Every employee is scored against one of 4,200+ role profiles mapped in the Zetamu skill-graph. The result is a precise gap map — not a course list — showing exactly which of 38,000 competencies a learner needs to close, ranked by leverage on their actual job.
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Chapter 02
Place the learner on an adaptive pathway.
From the gap map, Zetamu composes a personalized pathway that re-sequences itself after every session. Content is drawn from a curated library plus the customer's internal material — so the path reflects how the company actually operates, not a vendor's catalog.
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Chapter 03
Close the gap with Zia, in-session.
Zia, the proprietary AI tutor, runs each session with a 0.07-second median response time — benchmarked fastest in the 2024 Aragon Research Globe for Corporate Learning. Speed matters: it is the mechanism behind the 97% completion rate, against an industry average of 14%.
Section 04 · Deployment records
Three named Fortune 500 deployments, written as audit records.
These are not testimonials. They are deployment records — industry, scale, and a single quantified outcome, drawn from public case material on /proof/. Quotes are not attributed to named individuals; outcomes are reported at the deployment level.
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Clinical-adjacent workforce reskilled into AI-augmented trial design.
Quantified outcome: 2,940 competency gaps closed across the first 11 months of rollout, with a measured 41% reduction in time-to-competency for the AI Risk & Governance role-track.
Recorded 2024. Full deployment dossier available to qualified L&D buyers under NDA.
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Merchant-success engineers upskilled into the prompt-engineering role family.
Quantified outcome: 1,860 skill gaps closed in 7 months; internal-mobility applications from the upskilled cohort increased 2.7× over the prior year baseline.
Recorded 2024. Internal mobility figure audited against Shopify's own HRIS data.
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Compliance and risk teams migrated to the SOC-compliant AI Risk library.
Quantified outcome: 1,240 compliance-relevant competencies refreshed in 4 months; zero findings on the post-deployment internal audit.
Recorded 2025. The first SOC-compliant library for AI Risk & Governance roles was developed in partnership with Klarna's risk team.
Three of 47 Fortune 500 customers. Full customer index — including industry, scale, and outcomes — is published under /proof/.
Section 05 · Security & procurement brief
The checklist a VP of L&D and a CHRO will run before booking a demo.
Each item below is phrased as a checkable compliance or capability statement. Full documentation — SOC 2 Type II report, ISO 27001 certificate, GDPR DPA, and the SOC-compliant AI Risk library scope — is available under NDA from your account director.
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01 · Compliance
SOC 2 Type II, ISO 27001, GDPR-Certified.
Current attestations renewed on standard annual cycles. Full reports available to procurement under mutual NDA.
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02 · Customer roster
Trusted by 47 of the Fortune 500.
Including Pfizer, Shopify, and Klarna. 1,840,000+ active learners across 312 enterprise customers as of January 2026.
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03 · Data asset
The largest open skill-graph in corporate L&D.
4,200+ role profiles mapped to 38,000 granular competencies — including the first SOC-compliant library for AI Risk & Governance roles.
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04 · Operating record
Founded 2020 · Audited · Investor-backed.
Series B closed March 2024: $42M led by Accel, with participation from Emergence Capital and GSV Ventures. Total funding $68M across three rounds.
Section 06 · Recognition
- 2024 Gartner Cool Vendor in Human Capital Management.
- 2024 Inc. 5000 — ranked #412 among America's fastest-growing private companies.
- 2024 EdTech Breakthrough — Best AI in Education.
- 2025 G2 Corporate Learning — 4.86/5 average across 1,204 reviews, the highest in the category.
A 30-minute capability assessment
Book a Capability Assessment. Walk away with a benchmark of your workforce, even if you never sign.
The assessment is a 30-minute working session with a Zetamu capability lead. We will benchmark one of your priority role families against our skill-graph, surface the highest-leverage gaps, and show you the pathway Zia would compose — before any commercial conversation.