Executive Summary

Many mid-to-large engineering and platform teams struggle to understand and govern rapidly sprawling AWS estates: accounts that once had a few services now routinely hold hundreds of resources across dozens of services, producing blind spots for security, cost and drift. The people most affected are cloud engineers, DevOps/platform teams and security analysts at the roughly 200,000 mid+ enterprises that run AWS, where manual mapping and endless console hopping drive inefficiency and risk. You could build a macOS-native application that connects read-only to AWS accounts to generate interactive topology visualizations, inventories, and AI-audited findings with prioritized remediation steps and one-click export to Terraform or CloudFormation for GitOps workflows. The product would combine local-first UX for developers with optional team sync, LLM-driven narrative audits and risk scoring so outputs are both machine-actionable and human-readable. This is a timely opportunity: we estimate a $6.0B addressable market (200,000 enterprises × $30,000 ACV), and the market score and revenue potential metrics are strong (92/100 and 88/100 respectively) because cloud sprawl, rapid LLM maturity and rising IaC adoption converge to create demand for automated mapping and exportable infrastructure. Developers increasingly expect desktop-grade tools and local privacy controls, and AI-assisted ops lowers marginal cost for readable audits and prioritized remediation. To stand out you should leverage a native macOS experience, local-first privacy and tight CLI/IDE integrations, plus reliable IaC export and deterministic diffing to win developer trust; these are defensible against pure web SaaS rivals. Key challenges are the macOS-only footprint limiting total reach, enterprise credential and compliance requirements, and a medium-competition landscape that will require demonstrable accuracy of the AI audits and clear ROI to close $30k ACV deals.

Executive Summary

Market Opportunity

Visualize and AI-audit your AWS infrastructure natively on macOS targets a $6.0B = 200,000 AWS-using mid+ enterprises × $30,000 ACV total addressable market with medium saturation and a year-over-year growth rate of 18% — cloud management & CSPM market steady double-digit growth.

Key trends driving demand: Cloud sprawl -- more services per account increases demand for automated mapping and inventory.; AI-assisted ops -- LLMs enable readable audits and prioritized remediation at low marginal cost.; IaC adoption -- teams want exportable IaC from existing resources for GitOps and drift remediation.; Developer-first tooling -- native, fast experiences (macOS) raise adoption among engineers..

Key competitors include Hava, Cloudcraft, Former2 / Terraformer / open-source exporters, Wiz (and other CSPM vendors: Palo Alto Prisma Cloud, Lacework).

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Visualize and AI-audit your AWS infrastructure natively on macOS

Executive Summary

Visualize and AI-audit your AWS infrastructure natively on macOS

Executive Summary

Market Validation

Market Opportunity

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