Fifty production agents now run at Toyota North America using Deep Agents and LangSmith. This infrastructure slashed delivery timelines from six months to just four days. The company now tracks AI ROI with granular precision. This deployment proves that agentic workflows can scale rapidly within rigid enterprise environments when paired with robust observability tools.