A consumer products company with about 9,000 products in three segments and about $250 million of revenue quoted on standard cost.
Quote or bid that needs engineering or pricing judgment
8 companies have fixed this with AI, most of them in Manufacturing & Industrial, Consumer Goods & CPG and Transportation & Logistics. 4 of the 6 that disclosed a timeline were live inside two months; the longest took 2–4 months. One disclosed cost: $100K – $250K. Built mostly as decision support & scoring, process automation and AI-accelerated custom software, on Claude (Anthropic), Google Gemini and OpenAI / ChatGPT / GPT. 6 builders in the Pluris network have done it.
Solutions
8 on filePricing and inventory decisions relied on experience rather than data.
The biggest operational and growth bottleneck was their speed and accuracy in quoting transports.
A slow, manual pricing process was creating operational bottlenecks for a motorsport business, quotes took too long and consistency was hard to guarantee.
A contract injection molder was quoting jobs by email.
A mid-sized industrial manufacturer was losing hours of skilled engineering time per customer order.
A California-based custom manufacturer with 40,000 SKUs and a 70-year operating history came to Remix Partners after hitting the ceiling of what their internal team.
A 70-year-old California custom manufacturer with 40,000 SKUs had a painfully manual quoting process.