All thesesThesis 08 · 08

Enterprise Productivity · T8

Enterprise AI Adoption Platform

The control plane for enterprise AI, deploying, governing, evaluating, and scaling agents across workflows with the safety enterprises require.

Sector

Enterprise Productivity

Published

April 27, 2026

Read time

6 minutes

Code

T8

Every large enterprise is investing in AI, yet most initiatives stall between demo and deployment. The gap is not model capability, it is the absence of a platform to deploy, govern, evaluate, and scale AI across the organization safely.

§01

The Problem

  • Pilots don't reach production. Promising prototypes fail to clear security, compliance, and reliability bars.
  • No governance layer. Enterprises lack a way to set policy, manage access, and audit how AI is used across teams.
  • Evaluation is missing. Without systematic measurement, teams cannot prove an AI system is accurate or safe enough to trust.
  • Fragmented adoption. Each team adopts its own tools and models, creating shadow AI, duplicated spend, and inconsistent risk.
§02

Why Now

  • Evaluation has matured. Teams can measure quality, safety, and regression as a first-class system.
  • Governance is a board-level concern. Regulation and risk are forcing centralized oversight of AI usage.
  • Agents raise the stakes. As AI begins to take actions, the need for control, observability, and rollback becomes non-negotiable.
§03

What We're Funding

  • AI control planes. Platforms for deploying, permissioning, and observing AI and agents across the enterprise.
  • Evaluation and monitoring. Systems that measure quality, detect drift and regression, and gate releases.
  • Governance and compliance. Policy, audit, and access infrastructure for responsible enterprise AI usage.
§04

gAI's Bet

We back founders building the platforms that turn enterprise AI from scattered experiments into governed, measurable production systems, the connective infrastructure on which large organizations standardize their AI.

End of thesis · T8

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