Shipping

Clean Data for Smarter Shipping Ops

How Brainforge helped Stella Source unify quoting, CRM, and operations data into a governed analytics hub that cut quote turnaround time 60% and improved cost-estimation accuracy.

Start with a 2-week sprint
START WITH A
2-Week Sprint

In one call, we'll clarify what's broken, what's possible, and what it'll take to fix it with zero pressure to commit.

upper line backgroundspiral, green lines

At a glance

Client

Stella Source

Function

Centralized data & analytics hub

Project Type

Internal data platform initiative

Project Duration

1 Month

Uttam Kumaran

Uttam Kumaran,

Robert Tseng

Robert Tseng,

Nicolas Sucari

Nicolas Sucari,

Context

From disconnected data to a unified view of operations

Stella Source is one of North America's largest steel fabrication providers, processing thousands of custom quotes monthly. Limited data infrastructure, disconnected systems, and manual estimation ate into profits.

Data trapped everywhere

Quote calculations locked in spreadsheets. Pricing formulas in emails. Material costs in disconnected systems.

Margins under pressure

No visibility into cost breakdowns. Inconsistent markup strategies. Competitors winning on speed.

Systems that can't change

Core fabrication software embedded in operations. No budget for rip-and-replace approach.

Challenge

Slow, siloed quoting left opportunities on the table

Without real-time insights, decision-making was reactive and opportunities for upsell or process improvements were often missed.

Stella Source's quoting process was slow, manual, and spread across multiple systems. Sales reps had to hunt for pricing, inventory, and customer history, making it difficult to respond quickly to opportunities. Operational data lived in silos, meaning leaders lacked a single source of truth for performance or customer behavior.

Solution

Building a single source of truth for faster, smarter decisions

We built a modern data architecture tailored to Stella Source’s quoting and operations workflows. Our team integrated quoting, CRM, and operational data into a single source of truth, eliminating silos and ensuring accuracy.

We developed role-based dashboards for executives, managers, and operators, delivering real-time visibility into costs, quote activity, and production performance. Automated data transformations replaced manual reporting, while CRM integration gave sales teams a complete view of customer history and support interactions, enabling faster quotes, better pricing accuracy, and more informed decisions at every level.

Results

Faster quotes, sharper pricing, measurable wins

The Stella Data Platform became the tool fabrication teams reach for first. Quote times dropped, accuracy improved, and it is now central to the workflow.

60%

reduction in quote turnaround time

95%

cost estimation accuracy achieved

<24 hrs

time to actionable insights

Impact

Transforming how the entire organization operates

Fixing quote calculations changed how the whole organization makes decisions and serves customers.

From pilot to company-wide

Expanded from estimation team to production and executive visibility in 8 weeks

No workflow disruption

Integrated with existing fabrication systems without replacing core infrastructure

Blueprint for data success

A proven model for any manufacturing business with disconnected information

Tools used

Fixing quote calculations changed how the whole organization makes decisions and serves customers.

At a glance

Client

Stella Source

Function

Centralized data & analytics hub

Project Type

Internal data platform initiative

Project Duration

1 Month

Uttam Kumaran

Uttam Kumaran,

Robert Tseng

Robert Tseng,

Nicolas Sucari

Nicolas Sucari,

Context

From disconnected data to a unified view of operations

Stella Source is one of North America's largest steel fabrication providers, processing thousands of custom quotes monthly. Limited data infrastructure, disconnected systems, and manual estimation ate into profits.

Data trapped everywhere

Quote calculations locked in spreadsheets. Pricing formulas in emails. Material costs in disconnected systems.

Margins under pressure

No visibility into cost breakdowns. Inconsistent markup strategies. Competitors winning on speed.

Systems that can't change

Core fabrication software embedded in operations. No budget for rip-and-replace approach.

Challenge

Slow, siloed quoting left opportunities on the table

Without real-time insights, decision-making was reactive and opportunities for upsell or process improvements were often missed.

Stella Source's quoting process was slow, manual, and spread across multiple systems. Sales reps had to hunt for pricing, inventory, and customer history, making it difficult to respond quickly to opportunities. Operational data lived in silos, meaning leaders lacked a single source of truth for performance or customer behavior.

Solution

Building a single source of truth for faster, smarter decisions

We built a modern data architecture tailored to Stella Source’s quoting and operations workflows. Our team integrated quoting, CRM, and operational data into a single source of truth, eliminating silos and ensuring accuracy.

We developed role-based dashboards for executives, managers, and operators, delivering real-time visibility into costs, quote activity, and production performance. Automated data transformations replaced manual reporting, while CRM integration gave sales teams a complete view of customer history and support interactions, enabling faster quotes, better pricing accuracy, and more informed decisions at every level.

Results

Faster quotes, sharper pricing, measurable wins

The Stella Data Platform became the tool fabrication teams reach for first. Quote times dropped, accuracy improved, and it is now central to the workflow.

60%

reduction in quote turnaround time

95%

cost estimation accuracy achieved

<24 hrs

time to actionable insights

Impact

Transforming how the entire organization operates

Fixing quote calculations changed how the whole organization makes decisions and serves customers.

From pilot to company-wide

Expanded from estimation team to production and executive visibility in 8 weeks

No workflow disruption

Integrated with existing fabrication systems without replacing core infrastructure

Blueprint for data success

A proven model for any manufacturing business with disconnected information

Tools used

Fixing quote calculations changed how the whole organization makes decisions and serves customers.

What success actually looks like

Each story started the same: pressure to "do AI," broken tools, and no clear plan. See what changed after we partnered up.

Clean Data for Smarter Sales Ops

Shipping

Clean Data for Smarter Sales Ops

How We Saved a Retailer Thousands

E-Commerce

How We Saved a Retailer Thousands

Finally, One View of Every Campaign

Marketing

Finally, One View of Every Campaign

What changes when you work with us

Portraits of four smiling diverse adults in circular frames against natural and neutral backgrounds.

If you're overwhelmed, misaligned, and under pressure to "do AI", we've got the map out. Here's what transformation feels like.

Before
Everyone's blind in a different way
Illustration of a person thinking while looking at a screen with puzzle pieces.
After
One source of truth,
visible to all

See real examples →

Dashboard graph showing total impressions.
Before
AI lives in the roadmap
Illustration of computer screens with warning symbols and an AI profile icon.
After
AI is in production, saving hours

See real examples →

Illustration of AI technology with data charts and a world map.
Before
Frustration and firefighting
Illustration of a person sitting in front of a laptop with hands on their head surrounded by speech bubbles.
After
Clarity and compounding progress

See real examples →

Illustration of three people collaborating around a circular chart with a trophy icon.
Before
Competing priorities
Person thinking in front of a board showing four puzzle pieces.
After
Alignment and real metrics

See real examples →

Person pointing at the bullseye of a target with a dart.
Before
Disjointed tools, no ownership
Illustration of two people reviewing charts and data, with one person holding a tablet.
After
Clean pipelines, owned outcomes

See real examples →

Illustration of a man and a woman working on laptops and discussing software development.

Our Trusted Partners

We only bring the best of the best

Explore partnerships →

One call. One clear next step.

Start with a 2-week sprint.

We’ll clarify what’s broken, what’s possible, and what it will take to fix it, with zero pressure to commit.

Start with a 2-week sprint
AI Readiness Report
A clear breakdown of what Brainforge fixes, how fast, and what it actually delivers.
AI Readiness Report

Get the best insights right at your inbox.

A clear breakdown of what Brainforge fixes, how fast, and what it actually delivers.

No fluff. Just clarity.
Green spiral lines