# MaterialCo's Bottleneck is No Longer A Guy Named Mike

> Replacing MaterialCo's manual coordination layer with Ciridae OS to support projected fivefold revenue growth

_Ciridae · 2026-08-12_

MaterialCo's ceiling was not demand. In just four weeks, Ciridae replaced MaterialCo's fragmented workflows with Ciridae OS, an AI-native operations platform that replaced the workflow layer capping the business for years.

MaterialCo distributes industrial materials. The team averages more than $2M in revenue per person, but information still moved between disconnected systems connected through memory and goodwill. Craig, MaterialCo's CEO, generated half the company's revenue while still having to spend half his time approving invoices.

## Impact

*Results in weeks that twenty years of homegrown software never delivered.*

- **5x** Projected topline revenue growth by removing the operational bottlenecks preventing scalable growth.
- **500+** Existing customers unlocked from a dormant pipeline that workflow bottlenecks had kept MaterialCo from serving.

## Problem

- **No pricing visibility at the point of sale.** MaterialCo's financial data lived in Sage. Because Sage has only three seats, a sales representative who needed to know what MaterialCo charged a customer last time had to call Mike the accountant before quoting a price. Mike would dig through Sage, pull the number, and call back. 350 orders a month were gated by a phone call.

- **An invoice process that ran backwards.** Sometimes pre-shipping pricing was skipped entirely: a customer would request a truckload of material, the truck would ship, and the price would not get resolved until the invoice went out. Post-shipment pricing was a symptom of disconnected systems. When there is no visibility at the moment an order is placed, the safest path is often to figure it out later.

- **Revenue capacity capped by process, not demand.** MaterialCo has 700 customers and actively sells to fewer than 200. This is not a pipeline problem. It is a symptom of operational inefficiency. When the CEO functions as the pricing administrator and approval bottleneck, the business can move only as fast as he can.

## Solution

Our relationship with MaterialCo is a true technology partnership, not a standard vendor agreement. Rather than relying on traditional retainers or seat licenses, our model is built on shared incentives, cemented by an equity stake in MaterialCo. This structure aligns our success directly with the business value we create, underscoring our conviction that we can meaningfully transform key metrics.

We are the first AI transformation firm to structure our business this way.

We don't sell AI buzzwords, gimmicks, or tokens; we sell collective wins, and we choose to structure our engagements this way because we believe in the power of our technology and partnership to truly transform businesses.

We succeed when our clients do, and our equity stake means we've put our money where our mouth is, literally.

- **Pricing history in the order view** Representatives now see what MaterialCo charged a customer in the same view where they take the order. No phone calls, waiting, or guessing.
- **Order-to-fulfillment-to-invoicing automation** Orders land in Ciridae OS and flow through fulfillment and invoicing without a person relaying data between disconnected tools.
- **In-app freight booking, end to end** Ciridae OS pulls live rates directly from carrier APIs, so users can compare ten quotes side by side, book one, and remain in the platform. Once booked, it tracks the shipment and notifies the team of delivery status.
- **Browser agents for sites APIs do not cover** When a carrier does not expose rates through an API, a browser agent shops rates as a person would, surfaces pricing, and returns the best per-mile option.
- **Foundation for revenue operations** With the order workflow running without manual intervention, Ciridae OS is expanding to surface cross-sell opportunities, support M&A activity, and give the team a live view of business health.

> Craig bet on Ciridae before he had to: no pilot, bake-off, or proof of concept. He handed the team the keys and told them to move. That posture from the client side is worth ten engineers on ours. It is the single biggest determinant of how fast transformation happens.

## Crucible

The MaterialCo platform is powered by Crucible.

Crucible gives teams the speed of AI-assisted software development without giving up the ownership, robustness, and engineering discipline required to run real business software.

- **Production-ready by default.** Security, monitoring, and deployment workflows are built into the Crucible environment. MaterialCo launched on enterprise-grade infrastructure on day one, avoiding the prototype trap where systems must be rebuilt as they scale.
- **Ownership and extensibility.** Ciridae operates Ciridae OS as a fully managed system, but ownership remains with MaterialCo. Because Crucible preserves full access to code and infrastructure, the team can evolve, integrate, and scale the platform as the business grows toward $100M in topline revenue.
- **Open by design.** Ciridae OS is not a walled garden. Every data source connected for MaterialCo is exposed through MCP, giving the team a standard interface to plug AI tools directly into its data. No custom integration work or vendor lock-in: MaterialCo's data remains queryable by any agent it chooses, now or in the future.

*Names have been changed for privacy.*