Remove specification ambiguity with AI-driven approvals and standards

Remove specification ambiguity with AI-driven approvals and standards targets a $6.0B = 200,000 product-oriented companies x $30K ACV. Assumes mid-market and enterprise manufacturers, OEMs and product firms worldwide adopting a spec-alignment SaaS per site/license. total addressable market with medium saturation and a year-over-year growth rate of 8-12% across manufacturing software and PLM adjacencies.

Key trends driving demand: Distributed manufacturing -- More outsourcing and global suppliers increases handoffs, raising the frequency and cost of ambiguous approvals; AI understanding of domain text and images -- LLMs plus vision models enable mapping of informal comments and photos to structured acceptance criteria; Digitization of workflows -- PLM, ERP and collaboration tool adoption makes it easier to attach an alignment layer without replacing systems; Rise of hardware startups -- Increased volume of new product introductions means repeated cycles where misaligned approvals produce expensive rework.