Thoughts on AI in chemical distribution: what's working, what to skip, and how operators are putting it to use.
Sadara's plant in Jubail is still offline with no restart date, and the 3 million tons of annual supply it took off the market is rerouting demand to US Gulf producers, pushing resin and petrochemical prices to records. Even distributors who don't sell resins will feel it downstream.
ACD members voted regulation the industry's top challenge, and the list backing that up is long, OSHA HCS 2024, new state PFAS bans, and 39 new Superfund substances. A case for a simple compliance script that flags issues weekly, with a human still reviewing what it catches.
The American Coatings Show exhibitor list has almost 450 exhibitors across 180 pages with no export option, so I used an AI browser tool to scrape and structure it into a spreadsheet in about three minutes instead of three days. Everyone has access to the same public data now, the edge is who turns it into something usable the fastest.
Meta cut 8,000 jobs and Microsoft ran its first employee buyout ever, both to fund AI spending. It's a capital allocation story, and every distributor has the same decision on the table, stop funding AI out of petty cash and start budgeting for it like the real tool it is.
When a sales team can only explain a handful of the 75 SKUs on a surfactant line, every conversation defaults to price. Organizing the portfolio by what each product does (wetting agents, emulsifiers, dispersants, degreasers) turns reps into consultants who sell outcomes.
Freight over billing and hazmat errors eat margin, and the proposed UP-Norfolk Southern rail merger could make lane planning and rates worse for chemical shippers. A Claude Code script that checks carrier invoices against your rate table is a Tuesday project that pays back the next week.
There's $127 billion in tariff refunds available, and most of it will go unclaimed because claiming it means matching every eligible entry number against criteria and filing through ACE before the liquidation window closes. For a distributor moving hundreds of shipments a month, that's a data problem Claude Cowork can actually solve, pulling entry data, matching eligibility, and generating the CSV to file.
I stopped typing most of what I write and switched to Wispr Flow to capture ideas, draft emails, and log meeting notes by voice. It's one of the few tools that actually delivers on frictionless input.
A 42 gallon barrel of oil yields about 45 gallons of finished product, and only 43% of it is gasoline. The last 11%, the sliver that becomes solvents, lubricants, and the petrochemical feedstocks behind coatings and surfactants, is where most of our business lives, and it moves whenever crude does.
A job that used to eat six hours, pulling data from 47 SDS files, now takes four minutes with a tool like Claude Cowork doing the extraction while a human still checks the work. With the 2026 SDS label changes underway, distributors need that time back for compliance and growth.
US chemical imports from China dropped nearly 30 percent last quarter, and the distributors keeping up are the ones who can model the margin impact by customer and SKU in hours, instead of waiting weeks for someone to build a spreadsheet. That speed comes down to data work.
Most companies use less than five percent of the data they collect, and I'd bet chemical distributors are even lower than that. Every sales order, purchase, and inventory adjustment is a data point sitting there, and the only thing missing is the decision to start using it.
