Automatically find and fix AWS waste with an approval-driven agent

Automatically find and fix AWS waste with an approval-driven agent targets a $8.0B = 4M cloud-using businesses × $2K ACV (annualized cloud-cost management and remediation value) total addressable market with medium saturation and a year-over-year growth rate of 25% YoY — cloud spend and FinOps tooling growth driven by organizational focus on cloud efficiency (source: Gartner and industry reports, 2023-2024).

Key trends driving demand: Cloud spend is increasing across industries, creating urgent demand for cost controls and remediation tools — this drives purchase intent for cost-optimization solutions.; Developer-led purchasing and product-led growth favor tools that minimize friction and offer immediate ROI rather than heavy consulting engagements — this creates an opening for an agent-focused product.; Advances in LLMs and program synthesis make natural-language explanations and automated remediation feasible and usable by non-experts, lowering the technical barrier for SMB adoption.; Security incidents and viral cloud-bill stories increase awareness and short-term demand for tools that can quickly audit and remediate runaway costs, enabling effective acquisition campaigns..