Endeavor vs Conexiom: A Custom AI Partner or an Order Automation Product?

What Endeavor does well

Endeavor was founded in 2023 by Sahitya Senapathy and raised a $7M seed round from Craft Ventures, Heartland Ventures, Contrary and BoxGroup, reported in November 2024. Its launch coverage described three areas of work: sales automation (quoting, pricing and customer support), inventory and operations planning, and supply chain tasks such as vendor scorecards, purchase orders and advanced shipping notice alerts. Brian Panuccio, president of ClarkDietrich Building Systems, a steel framing joint venture of Worthington Enterprises and Marubeni-Itochu Steel America, was quoted as a customer.

Today the homepage sells proprietary AI for enterprise in three phases. Crawl covers AI strategy and data readiness, Walk builds AI the client owns inside its own systems, and Run handles change management and adoption. It lists SOC 2 Type II, SAML single sign-on, audit logs and IP allow-listing, and claims an 85% improvement in FTE efficiency and go-lives in weeks, not years. Logos include ClarkDietrich, National Oak Distributors, Bell Supply Company and IEWC.

What Conexiom does well

Conexiom reads orders that arrive by email, extracts them from virtually any format, language or length, compares them against your master records, and pushes validated orders into the ERP, normalizing units of measure, currency and part numbers. It advertises a 30-day average implementation with no custom development and no data migration. Its help documentation describes a person reviewing extracted data before approval, with low-confidence documents flagged.

The ERP list is long and specific: Epicor Prophet 21, Eclipse and Kinetic, SAP S/4HANA and ECC, Infor, Microsoft Dynamics 365, Oracle NetSuite and Sage X3. Published case studies lean toward electrical and industrial distributors, including McNaughton-McKay, Johnstone Supply and Royal Brass and Hose. It also reads vendor acknowledgements and AP invoices, and its implementation pitch is that it adapts to your ERP rather than asking you to change it.

What the shift at Endeavor means for a buyer

Workd, a competitor, describes Endeavor on its own comparison page as an order-entry specialist that processes emailed orders and assists with voice order capture; that is Workd's description, not Endeavor's. Endeavor's own homepage, as of October 2026, does not describe order entry, quoting or a human review step. We cannot tell from the site whether order entry is a finished product or something built for each client, so ask.

The trade-off is real. A build can be shaped around how your steel POs actually read, which a fixed product cannot. It also puts more of the design, testing and upkeep on the engagement, and some of it on you. Ask who owns the code and models when the engagement ends, since ownership is the pitch, and what it costs to keep them working when your ERP is upgraded.

What neither covers for a metal service center

Conexiom's validation is built around master records and part numbers. We found nothing on its pages about attribute-coded metal lines, hundredweight pricing, or tolerances such as coil weight and PIW. Endeavor publishes no metals-specific order handling and names no ERP at all. Neither names INVEX, Eniteo or SSCS. And both stop at the order: coil matching, slitting plans and work orders sit outside what either describes. Why a steel PO breaks generic AI order entry covers what to test for.

Orders that separate them

A blanket release from a roll former

Release 4 against blanket PO 88213: three coils of 18 GA G90 at 9.500 in, ship Tuesday. The message refers to earlier paperwork instead of repeating it. Ask each vendor how the tool finds the blanket and what it posts to the ERP.

An RFQ that has to become a quote first

A buyer asks for price and lead time on 60,000 lbs of 14 GA hot-rolled pickled and oiled before committing. Endeavor's launch coverage lists quoting and pricing automation among its areas of work. Conexiom's distributors page covers sales orders, acknowledgements and invoices, and we found no quoting product there. If quotes are as much of the desk's day as orders, that gap decides it.

A mill acknowledgement that shorts you a coil

Conexiom describes its acknowledgement product as verifying supplier pricing, availability and delivery dates, which is the check that should catch a mill confirming two coils instead of three. Endeavor's launch coverage lists purchase orders and shipping notice alerts; ask whether acknowledgement checking is in scope.

Pricing

Can you use both?

Yes, if they do different jobs. Conexiom at the order desk while Endeavor works on something else, such as inventory planning or vendor scorecards, which its launch coverage lists, is a sensible split. Paying both for sales order entry is not.

The bottom line

Conexiom is the simpler pick when your ERP is on its list and your orders look like those of the electrical and industrial distributors it already serves. Endeavor suits a buyer that wants a partner, wants custom work across several processes, and has the people to manage a project. In both cases, ask for a live reference that looks like your business.

If the orders in question are coil and sheet sold by gauge and width, LineSight vs Endeavor covers LineSight's Command Center, which reads those lines and goes on to build the slitting plan once the order is in.