LineSight vs Turian: Which Fits a Metal Distributor's Order Desk?

What Turian does well

Turian, formerly Uify, is a Berlin company that builds AI agents for back-office work. Most vendors in this category talk in part numbers. Turian's steel and metal distribution page talks in material: it says it pulls material type, dimensions, cut lengths, surface treatment, coating and quantity out of free-text emails, PDFs and faxed forms, and it uses grades like S235, S355 and 1.4301 as its examples. That is closer to how a metals customer actually writes an order.

It also covers more of the inside-sales desk than order entry. The same page describes three jobs:

• Sales orders read from the inbox and written to the ERP without rekeying.
• RFQs broken into line items (material, dimension, quantity, alloy grade, surface finish) and turned into a structured quote draft directly in the ERP. Turian's example is a 30-line RFQ across mixed profiles and grades.
• Mill certificates, including EN 10204 3.1 and 3.2, material test reports and heat certificates, with heat number, chemistry, mechanical properties and norm references extracted, matched to the order and filed in the ERP.

The certificate work stands out. LineSight does not claim it, and anyone who has matched a stack of MTRs to shipments by hand knows the hours it eats. Turian's homepage also lists a broad set of ERPs (SAP Business One, S/4HANA and ECC, Microsoft Dynamics 365, AX and NAV, Infor LN and M3, proALPHA, Oracle NetSuite, Sage X3, Odoo) and claims inside-sales processing time down by up to 80% and quotes out 3 to 4 times faster. Those are the vendor's figures.

Where Turian stops short for a coil processor

Three things are worth checking before a North American service center signs.

First, the ERP list. We found no mention of the metals ERPs most North American service centers run, such as Invera's INVEX, Enmark's Eniteo or PS Data's SSCS. If that is your system, ask Turian directly how the order gets in.

Second, the vocabulary. The grade examples are European standards. We found no mention of pounds or cwt pricing, PIW, minimum and maximum coil weight, or ID, which is how a flat-rolled order in the US usually arrives. That may be configuration rather than a gap, so test it with your own POs.

Third, the work stops when the record is in the ERP. We found nothing on Turian's pages about matching orders to coils, planning a slitter, writing work orders or booking freight. For a pure distributor that is fine. For a processor, it is the larger half of the day.

How LineSight works differently

LineSight's Command Center treats the order as the first step of a chain. It reads orders from email, PDFs, photos, texts and WhatsApp, and enters the sales order through the ERP's own screens with the customer's own codes. Then it keeps going: it matches material from live inventory, builds a slitting plan that respects gauge, width, grade, knife setup, PIW, coil weight and lead time, sends work orders to the floor and to outside processors, gets carrier quotes and sends the release, and builds the buy for anything short.

Each decision that matters, such as approving a slit plan, choosing a carrier or accepting a mill quote, lands in a Needs you column on a shared board. A person approves before anything is entered in the ERP or reaches the floor. LineSight sits on top of the ERP and does not replace it; the ERP stays the record for inventory, tags, certs and invoices.

LineSight is live with PS Data, INVEX and Enmark, and builds a dedicated integration for other ERPs during onboarding. The one named result is a planning result: Elite Steel cut its scrap rate 2.9 points and added about $850K in annualized revenue.

An order, an RFQ and a certificate

A faxed PO for 24,000 lbs of 14 ga hot-rolled pickled and oiled, slit to 9.5 inches

Turian would read the material, dimensions, surface treatment and quantity and write the order to a supported ERP. LineSight would enter the same order, then look for coils that can fill it, nest the 9.5-inch strips with other open orders on the same gauge, and put the slit plan in front of a planner for approval.

A 30-line RFQ across mixed profiles and grades

This is Turian's own example, and it prepares a structured quote draft in the ERP. LineSight does not quote. Price, due date and substitutions stay with the people who own the customer relationship.

A 3.1 certificate that has to match the shipment

Turian reads and matches it. LineSight does not claim certificate handling; the cert stays in the ERP, where it already lives.

Pricing

Neither company publishes rates, so the useful comparison is what each would cost against the hours and material it gives back. Our scrap calculator puts a number on the planning side.

Can you use both?

Possibly, if you split the work cleanly. Turian on certificates and RFQ drafts, LineSight from the confirmed order to the truck, is a coherent division. What you should avoid is two systems both entering sales orders from the same inbox. Pick one owner for that step. Neither vendor publishes an integration with the other, so each would read and write the ERP on its own.

The bottom line

Of the general back-office agent vendors we reviewed, Turian speaks the most steel, and its certificate handling is a real reason to look. It is a back-office tool, and its published ERPs are mostly European and enterprise systems. LineSight is narrower on paperwork and much longer on the order, built for a coil processor whose margin is decided on the slitter.