WhatA platform that continuously measures actual business ROI of enterprise AI investments and recommends where to cut, double down, or restructure AI spending before it becomes a write-down.
SignalCommenters describe Oracle's layoffs as a symptom of companies realizing their AI bets are not paying off — massive over-investment with no return, and leadership unwilling to take responsibility until forced into dramatic cuts.
Why NowWe are entering the AI disillusionment phase where hundreds of billions in enterprise AI capex from 2023-2025 is being scrutinized, and CFOs are demanding accountability on AI spend for the first time.
MarketFortune 2000 CFOs and CIOs managing $100B+ in aggregate AI budgets; Gartner and McKinsey advise but no software product automates continuous AI ROI measurement. TAM $2-5B.
MoatBenchmarking data network effect — the more enterprises use the platform, the better the comparative ROI benchmarks become, making the tool more valuable to every subsequent customer.
Automated Supply Chain Attack Detection for Package RegistriesP7/10A real-time monitoring service that detects compromised packages on npm, PyPI, crates.io, and other registries by analyzing behavioral anomalies like credential-bypassed publishes, injected phantom dependencies, and suspicious postinstall scripts.
Zero-Trust Dependency Firewall for Development EnvironmentsC7/10A local proxy that intercepts all package installs, enforces configurable quarantine periods, blocks postinstall scripts by default, and provides a unified policy layer across npm, pip, cargo, and Go modules.
Dependency Security Copilot for AI Coding AgentsC8/10A plugin for LLM coding agents (Cursor, Claude Code, Copilot Workspace) that intercepts dependency operations, validates packages against threat intelligence, and prevents agents from blindly installing or upgrading to compromised versions.
Managed Dependency Mirror with Built-In QuarantineC7/10A hosted private registry proxy that mirrors npm, PyPI, and crates.io with an automatic 72-hour quarantine on all new publishes, behavioral analysis scanning, and instant rollback — so teams never pull a package version less than 3 days old.
AI Code Provenance and Supply Chain AuditingP6/10A platform that scans npm packages, PyPI modules, and other registries for accidentally leaked source maps, prompts, API keys, and internal business logic — alerting maintainers before attackers find them.
AI Authorship Detection for Code ContributionsC6/10A tool that integrates with GitHub/GitLab to probabilistically flag whether a pull request or commit was written by an AI agent, giving maintainers transparency without relying on self-disclosure.