Fix AI hallucinations and order-flow failures for Instagram messaging

Fix AI hallucinations and order-flow failures for Instagram messaging targets a $6.0B = 2,000,000 merchants x $3,000 ACV. Assumes 2M mid-market and high-volume Instagram/Messenger sellers globally that would pay for robust messaging automation, integrations, and SLA. total addressable market with medium saturation and a year-over-year growth rate of 20-35% annual growth in conversational commerce and messaging-based sales adoption.

Key trends driving demand: Messaging commerce adoption -- merchants are increasingly taking orders via Instagram and Messenger, raising demand for reliable automation.; LLM accessibility -- modern LLMs enable human-like responses but expose hallucination risk without data constraints, creating a need for hybrid systems.; Platform webhooks and APIs -- Meta Webhooks and store platform APIs make real-time verification of price and stock possible, enabling deterministic safeguards..