What Y Combinator’s Fall 2026 RFS means for distributors

What the request says

In New Operating Systems for the Physical World, YC partner Charlie Warren points out that most of the workforce doesn’t work at a desk, and that software for physical work has barely changed in twenty years. He expects three kinds of workers: AI agents that price jobs and schedule crews, robots in the field, and people. He also notes that these industries spend roughly 10 to 100 times more on labor than on software.

The request is about construction, maintenance and fleets. The same pattern shows up in industrial distribution.

Quoting is labor, not software

A distributor’s software budget is an ERP and a few tools. The real cost of quoting is people: inside sales reps who open each RFQ, retype the lines, look up every part number in the catalog and check units before pricing. That work grows with every customer and every RFQ, and it is the kind of work the YC request expects agents to take on.

• Retyping: lines copied by hand from PDFs, spreadsheets and emails.
• Lookups: one SKU search per line, including competitor and customer part numbers.
• Checks: feet versus reels, each versus box, the errors that cost margin after the quote is sent.

Agents that quote need evidence

An agent that prices a job on its own is only useful if someone can trust the result. In distribution a wrong item or a wrong unit on a quote is a real cost, so the useful version is not a black box. It is an agent that does the reading and matching, shows why it chose each item, and leaves the decision to the person who owns the customer.

That is how RFQ Inbox works: it extracts every line of an incoming RFQ, matches it to your own catalog with a score and the evidence behind it, flags what it can’t match, and your team reviews before exporting to the ERP you already use. See how it works, or the longer guide to RFQ automation software.

Buying the work, not the tool

The other point in the request is that the bigger budget is labor. Some teams don’t want another tool to operate; they want the quoting work done. That is why our $499 paid pilot runs a batch of your real RFQs against your catalog, and why you can ask us during the pilot to process your RFQs for you instead.

What to do now

1. Count how many RFQs your team handles a month and how long each one takes.
2. Separate the reading and lookup time from the pricing decision. The first part is what agents can take on.
3. Test any tool on your own RFQs and catalog, not on a demo file.

RFQ Inbox is not affiliated with, endorsed by or funded by Y Combinator. Paraphrases refer to YC’s public Requests for Startups page as of October 2026.