Agentic Technology Landscape Assessment (ATLA): Using AI Agents to Evaluate AI Integration in Research and Enterprise Environments
Description
This white paper introduces the Agentic Technology Landscape Assessment (ATLA), a methodology pairing AI agents with human oversight to evaluate the secure integration of agentic AI systems in research and enterprise environments operating under restricted‑access data constraints. It outlines the motivation for ATLA and contrasts it with conventional Technology Landscape Assessments, highlighting how strict trust boundaries and data‑governance requirements reshape assessment workflows. The paper presents the ATLA execution lifecycle, the restricted‑access triage model, and the metrics used to evaluate actionability, risk mitigation, and operational impact, offering a clear foundation for organizations exploring agentic AI integration in high‑sensitivity environments.
Files
The Agentic Technology Landscape Assessment.pdf
Files
(1.1 MB)
| Name | Size | Download all |
|---|---|---|
|
md5:b8cd85fbe065c1b1a4aa7200373ff7ac
|
1.1 MB | Preview Download |
Additional details
Related works
- Continues
- Report: 10.5281/zenodo.17781689 (DOI)
Dates
- Created
-
2026-06-01Version 1
References
- NSF Research Infrastructure Guide (RIG). Chapter 3: Life Cycle Planning; Chapter 5: Supplemental Guidance. National Science Foundation, September 2025. https://www.nsf.gov/bfa/rio/resources#2025-research-infrastructure-guide-4ee
- Thoughtworks Enterprise Architecture Playbook. Thoughtworks, 2025. https://www.thoughtworks.com/content/dam/thoughtworks/documents/report/thoughtworks-enterprise-architecture-playbook.pdf
- ESFRI Landscape Analysis 2024. European Strategy Forum on Research Infrastructures (ESFRI), 2024. https://landscape2024.esfri.eu/
- Agentic AI for SAP Data Migration: From Assessment to Sign‑Off. SAP Community Blog, April 10, 2026. https://community.sap.com/t5/artificial-intelligence-blogs-posts/agentic-ai-for-sap-data-migration-from-assessment-to-sign-off-series-2-part/ba-p/14371116
- Why Agentic AI Forces a Data‑Layer Triage: Rethinking Technology Landscape Assessments Beyond RAG. CIO Dive, May 18, 2026. https://www.ciodive.com/spons/the-pipeline-tax-is-breaking-enterprise-ai-at-agent-scale/820200/
- Coalition for Secure AI (CoSAI) Shared Responsibility Framework. CoSAI, May 26, 2026. https://www.coalitionforsecureai.org/wp-content/uploads/2026/05/CoSAI-Shared-Responsibility-Framework.pdf