Miracle helps telcos, media and CPG companies transform operations with AI, building agentic workflows around commercial agreements, from procurement and partnerships to licensing and distribution. Built by a US-Israel team from McKinsey, Microsoft AI, Warner, Verizon and 8200, Miracle continuously checks what companies are owed against what was delivered and billed, helping teams enforce terms, recover value and improve deals. Recent work uncovered tens of millions in missed revenue and savings across major telcos (stranded network spend, IRUs, field contractors), media and CPG companies.