FILE NO. SAVOI-005
DATE 2026.07.28
CASE FILE · VERIFIED
FILE 05 · CASE FILE 002

A Global Plywood Manufacturer

Hardwood plywood, sold across North America
Pacific Northwest, USA

Case Verified
§ 01 · Client Dossier
CLIENT
Global hardwood plywood manufacturer
Name released on request. Engagement active.
LOCATION
Pacific Northwest, USA
SYSTEM SCOPE
Internal sales management and reporting for the trading desk. No customer-facing contact.
COMPANY
A family-run trading and manufacturing business selling to distributors, manufacturers, and contractors across North America.
§ 02 · The Challenge

The company had deep expertise and good systems. What it did not have was a way to get at either one quickly:

  • Product and grading expertise lived with a handful of senior people, who got interrupted all day
  • Answering "what do we have, where, and who owns it" meant logging in and hunting
  • Trade and tariff guidance sat in one or two heads and in old email threads
  • Nobody was watching for the changes that quietly cost money

A trading desk runs on answers. Every minute spent finding one is a minute not spent selling, and the people with the answers were the people who could least afford the interruption.

§ 02.A · Data Flow
CRM DEALS · INVENTORY Knowledge SPECS · TRADE · MAIL LIVE READ Managed Agent COMPILES · CHECKS RULES On a machine they own ASKED NOTICED ✓ ANSWERS IN CHANNEL Specs · pipeline · inventory ⚠ ALERTS THE OWNER Freight moves · account changes routed to the person who owns it 🔒 READ-ONLY · NO CUSTOMER CONTACT
§ 03 · The Solution

We sat with the traders long enough to write down how the desk actually decides, then built a bespoke system that holds that expertise, reads the company's systems live and answers in the chat channel the desk already works in, with an agent inside it for the questions that need judgment. It runs on a machine in their building with read-only access to the CRM, inventory, and mailbox. It never contacts a customer. It works for the traders:

  • House expert Species, grades, dimensions, grading standards, mill capabilities, and substitutions. Answers in seconds, in the channel, without interrupting a senior trader.
  • Live CRM lookups Pipeline by rep, account, or stage. Open deals and close dates. Inventory on hand by location, trader, and product. Read straight from the system, not from a stale export.
  • Trade and pricing context Tariff and trade case guidance, sourcing partner background, and margin discipline, all encoded from how the company actually decides.
  • Watchful alerts Freight rates, account reassignments, and inbound business mail, routed to the person who needs them as they happen.
  • Standing reports A recurring market report compiled and delivered every week without anyone remembering to ask.

It answers when someone asks and keeps watching when nobody does, and when something needs a person it goes to that specific person rather than into a report nobody opens, so getting an answer from the company's own expertise no longer means waiting for a senior trader to be free.

§ 03.A · Under the Hood
WHERE IT RUNS
A dedicated machine at the client's own site, running as a system service. None of it runs in a third-party cloud.
WHAT IT READS
The CRM and inventory system over an authenticated connection, the shared mailbox, and a curated library of the company's own product and trade knowledge.
ACCESS POSTURE
Read-only across every connected system, because the desk wanted a system that informs decisions without changing the record, and that rule went into the requirements before anything was built.
HOW IT SCALES
It keeps a working memory of standing instructions and daily context, and it hands heavier analysis to separate components so routine lookups stay quick and inexpensive to run.

Phase two is in build: a sales management layer covering rep coaching, cadence discipline, and daily briefings to the desk.

§ 04 · Why This Matters

This company's edge is
now written down.

Which mills can actually hit a spec and which ones only say they can. How to read a trade case before it moves a price. Which substitution a particular customer will accept and which one loses the order. What margin to hold and when to walk. That is decades of judgment, and it is the reason they win business their competitors do not.

All of it is now encoded, which is exactly why it runs on a machine in their building rather than in a vendor's cloud. The knowledge base is on their disk, in files they can open. Every connection uses their own credentials, read-only. The day this engagement ends, everything it learned stays where it is.

FILE NO. SAVOI-005 / CTA

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