Blue Bird pulled $250M+ in sales back into the year by finding chips in the shortage
Blue Bird replaced email-and-Excel quote collection with LightSource, launched a supply-discovery RFX in 5 minutes for the sole-sourced chip idling its finished buses, and shipped $250M+ of sales that would have deferred to FY2022.

Internal note -- remove before production deploy: customer quotes are real (Jeff Vanassche verified via Gong; Hunter K. title unconfirmed) but marketing approval from Blue Bird is still required.
$250M+ in sales pulled back into the year · 5 min to launch the initial RFX · 35% average savings from baseline on the pilot part
At a glance
"In addition to the software, LightSource comes with expert support that helped increase the sourcing agility of my organization."
-- Jeff Vanassche, Purchasing Director, Blue Bird
Before LightSource
Finished buses sat unsellable for want of a single sole-sourced IC
Quote collection ran on email and Excel, with rework and little data to steer decisions
Limited sourcing visibility hindered collaboration between teams and suppliers
After LightSource
Buses shipped, keeping $250M+ of sales in the fiscal year instead of deferring to FY2022
35% average savings from baseline on the pilot part
Complex RFQs launch in 15-30 minutes instead of hours, with cycle times down 30-50%
Workflows used: Supply-discovery RFX events · RFQ launch through award · BOM cost tracking · Supplier communication
About Blue Bird: The leading independent American designer and manufacturer of school buses -- the iconic yellow bus -- with 180,000 buses on the road and both electric and internal-combustion powertrains. HQ: Macon, Georgia · Founded 1927 · 1,500+ employees · NASDAQ: BLBD · blue-bird.com
The challenge
Complete buses, one chip short of sellable
In the fall of 2021, Blue Bird had finished school buses it could not sell. Each was complete except for one part -- a sole-sourced integrated circuit for the ABS system, unavailable during the semiconductor shortage. A finished bus missing one safety-critical chip is just inventory, and more than $250M of sales was drifting toward the next fiscal year, with material EBITDA impact in the current one.
Secondary sources had to be qualified carefully: this chip was going into an anti-lock braking system, so anything Blue Bird bought had to be new, authentic, and functional. Finding qualified secondary sources fast ran into the sourcing process itself: quote collection lived in email and Excel, with rework at every pass and little data to steer decisions, while limited visibility kept internal teams and suppliers from working the same problem from the same facts.
The semiconductor shortage left finished buses unsellable for want of a single sole-sourced IC
Inflationary pressure and supply shortages made it hard to manage costs and keep critical parts flowing
Quote collection ran on email and Excel, with rework and little data to steer decisions
Limited visibility across sourcing hindered collaboration between internal teams and suppliers
The solution
A $1M pilot against a $250M+ problem
In November 2021, Blue Bird put roughly $1M of low-voltage spend on LightSource as a pilot, centered on the ABS-system IC. The sourcing strategy on record was to use sourcing tech to improve supply discovery, and the objectives going in were specific:
Supply continuity: find secondary sources for a sole-sourced chip
Part performance: chips had to be new, authentic, and functional
Timeline: urgent, with material EBITDA impact
The team launched its first supply-discovery RFX in 5 minutes. The event surfaced inventory from suppliers Blue Bird had never bought from -- parts that met the requirement of being new, authentic, and functional -- and moved from discovery to purchase fast enough to cover the immediate production gap. The finished buses got their last part and shipped.

The pilot became the template for what followed. Blue Bird retired its legacy tools in favor of one platform covering supplier discovery through award, BOM cost tracking, and supplier communication, then expanded from the chip event into direct-materials sourcing across categories.
The results
$250M+ shipped in-year, 35% under baseline
Pulled $250M+ of sales back into the fiscal year -- sales that would have deferred to FY2022 and instead shipped in-year
Averaged 35% savings from baseline sourcing the ABS-system IC
Cut RFQ cycle times 30-50%; complex RFQs launch in 15-30 minutes instead of hours -- a separate measure from the 5-minute pilot RFX
Built $1M+ in run-rate savings with 10%+ deflation across multiple categories as sourcing expanded
Each number carries its own baseline. The $250M+ is measured against the deferral scenario: sales that would have slipped into FY2022 and instead shipped in-year. The 35% is average savings against Blue Bird's baseline on the pilot part specifically -- the ABS-system IC, not a blended figure. The 30-50% applies to overall RFQ cycle times since the expansion.
The broader rollout separated emergency response from ongoing category work. Behind the run-rate figures: 100+ suppliers participating in sourcing events, onboarded suppliers up 15.6%, and 40+ new challenger suppliers identified across categories. Engineering, product, finance, and procurement now review supplier options, costs, and awards from the same sourcing record -- closing the visibility gap that slowed the chip-crisis response.

"LightSource is very efficient in finding suppliers. Not only did they find relevant suppliers for my category but also contact details of folks there -- which was a huge unlock for our procurement team."
-- Hunter K., Blue Bird purchasing team
About LightSource
LightSource is the AI-native direct materials operating system. It connects engineering, procurement, and suppliers in one platform so manufacturers can launch products faster and at lower cost. Customers include Amazon, Conair, Canada Goose, BRP, Shure, and Medtronic.

Internal note -- remove before production deploy: customer quotes are real (Jeff Vanassche verified via Gong; Hunter K. title unconfirmed) but marketing approval from Blue Bird is still required.
$250M+ in sales pulled back into the year · 5 min to launch the initial RFX · 35% average savings from baseline on the pilot part
At a glance
"In addition to the software, LightSource comes with expert support that helped increase the sourcing agility of my organization."
-- Jeff Vanassche, Purchasing Director, Blue Bird
Before LightSource
Finished buses sat unsellable for want of a single sole-sourced IC
Quote collection ran on email and Excel, with rework and little data to steer decisions
Limited sourcing visibility hindered collaboration between teams and suppliers
After LightSource
Buses shipped, keeping $250M+ of sales in the fiscal year instead of deferring to FY2022
35% average savings from baseline on the pilot part
Complex RFQs launch in 15-30 minutes instead of hours, with cycle times down 30-50%
Workflows used: Supply-discovery RFX events · RFQ launch through award · BOM cost tracking · Supplier communication
About Blue Bird: The leading independent American designer and manufacturer of school buses -- the iconic yellow bus -- with 180,000 buses on the road and both electric and internal-combustion powertrains. HQ: Macon, Georgia · Founded 1927 · 1,500+ employees · NASDAQ: BLBD · blue-bird.com
The challenge
Complete buses, one chip short of sellable
In the fall of 2021, Blue Bird had finished school buses it could not sell. Each was complete except for one part -- a sole-sourced integrated circuit for the ABS system, unavailable during the semiconductor shortage. A finished bus missing one safety-critical chip is just inventory, and more than $250M of sales was drifting toward the next fiscal year, with material EBITDA impact in the current one.
Secondary sources had to be qualified carefully: this chip was going into an anti-lock braking system, so anything Blue Bird bought had to be new, authentic, and functional. Finding qualified secondary sources fast ran into the sourcing process itself: quote collection lived in email and Excel, with rework at every pass and little data to steer decisions, while limited visibility kept internal teams and suppliers from working the same problem from the same facts.
The semiconductor shortage left finished buses unsellable for want of a single sole-sourced IC
Inflationary pressure and supply shortages made it hard to manage costs and keep critical parts flowing
Quote collection ran on email and Excel, with rework and little data to steer decisions
Limited visibility across sourcing hindered collaboration between internal teams and suppliers
The solution
A $1M pilot against a $250M+ problem
In November 2021, Blue Bird put roughly $1M of low-voltage spend on LightSource as a pilot, centered on the ABS-system IC. The sourcing strategy on record was to use sourcing tech to improve supply discovery, and the objectives going in were specific:
Supply continuity: find secondary sources for a sole-sourced chip
Part performance: chips had to be new, authentic, and functional
Timeline: urgent, with material EBITDA impact
The team launched its first supply-discovery RFX in 5 minutes. The event surfaced inventory from suppliers Blue Bird had never bought from -- parts that met the requirement of being new, authentic, and functional -- and moved from discovery to purchase fast enough to cover the immediate production gap. The finished buses got their last part and shipped.

The pilot became the template for what followed. Blue Bird retired its legacy tools in favor of one platform covering supplier discovery through award, BOM cost tracking, and supplier communication, then expanded from the chip event into direct-materials sourcing across categories.
The results
$250M+ shipped in-year, 35% under baseline
Pulled $250M+ of sales back into the fiscal year -- sales that would have deferred to FY2022 and instead shipped in-year
Averaged 35% savings from baseline sourcing the ABS-system IC
Cut RFQ cycle times 30-50%; complex RFQs launch in 15-30 minutes instead of hours -- a separate measure from the 5-minute pilot RFX
Built $1M+ in run-rate savings with 10%+ deflation across multiple categories as sourcing expanded
Each number carries its own baseline. The $250M+ is measured against the deferral scenario: sales that would have slipped into FY2022 and instead shipped in-year. The 35% is average savings against Blue Bird's baseline on the pilot part specifically -- the ABS-system IC, not a blended figure. The 30-50% applies to overall RFQ cycle times since the expansion.
The broader rollout separated emergency response from ongoing category work. Behind the run-rate figures: 100+ suppliers participating in sourcing events, onboarded suppliers up 15.6%, and 40+ new challenger suppliers identified across categories. Engineering, product, finance, and procurement now review supplier options, costs, and awards from the same sourcing record -- closing the visibility gap that slowed the chip-crisis response.

"LightSource is very efficient in finding suppliers. Not only did they find relevant suppliers for my category but also contact details of folks there -- which was a huge unlock for our procurement team."
-- Hunter K., Blue Bird purchasing team
About LightSource
LightSource is the AI-native direct materials operating system. It connects engineering, procurement, and suppliers in one platform so manufacturers can launch products faster and at lower cost. Customers include Amazon, Conair, Canada Goose, BRP, Shure, and Medtronic.

Internal note -- remove before production deploy: customer quotes are real (Jeff Vanassche verified via Gong; Hunter K. title unconfirmed) but marketing approval from Blue Bird is still required.
$250M+ in sales pulled back into the year · 5 min to launch the initial RFX · 35% average savings from baseline on the pilot part
At a glance
"In addition to the software, LightSource comes with expert support that helped increase the sourcing agility of my organization."
-- Jeff Vanassche, Purchasing Director, Blue Bird
Before LightSource
Finished buses sat unsellable for want of a single sole-sourced IC
Quote collection ran on email and Excel, with rework and little data to steer decisions
Limited sourcing visibility hindered collaboration between teams and suppliers
After LightSource
Buses shipped, keeping $250M+ of sales in the fiscal year instead of deferring to FY2022
35% average savings from baseline on the pilot part
Complex RFQs launch in 15-30 minutes instead of hours, with cycle times down 30-50%
Workflows used: Supply-discovery RFX events · RFQ launch through award · BOM cost tracking · Supplier communication
About Blue Bird: The leading independent American designer and manufacturer of school buses -- the iconic yellow bus -- with 180,000 buses on the road and both electric and internal-combustion powertrains. HQ: Macon, Georgia · Founded 1927 · 1,500+ employees · NASDAQ: BLBD · blue-bird.com
The challenge
Complete buses, one chip short of sellable
In the fall of 2021, Blue Bird had finished school buses it could not sell. Each was complete except for one part -- a sole-sourced integrated circuit for the ABS system, unavailable during the semiconductor shortage. A finished bus missing one safety-critical chip is just inventory, and more than $250M of sales was drifting toward the next fiscal year, with material EBITDA impact in the current one.
Secondary sources had to be qualified carefully: this chip was going into an anti-lock braking system, so anything Blue Bird bought had to be new, authentic, and functional. Finding qualified secondary sources fast ran into the sourcing process itself: quote collection lived in email and Excel, with rework at every pass and little data to steer decisions, while limited visibility kept internal teams and suppliers from working the same problem from the same facts.
The semiconductor shortage left finished buses unsellable for want of a single sole-sourced IC
Inflationary pressure and supply shortages made it hard to manage costs and keep critical parts flowing
Quote collection ran on email and Excel, with rework and little data to steer decisions
Limited visibility across sourcing hindered collaboration between internal teams and suppliers
The solution
A $1M pilot against a $250M+ problem
In November 2021, Blue Bird put roughly $1M of low-voltage spend on LightSource as a pilot, centered on the ABS-system IC. The sourcing strategy on record was to use sourcing tech to improve supply discovery, and the objectives going in were specific:
Supply continuity: find secondary sources for a sole-sourced chip
Part performance: chips had to be new, authentic, and functional
Timeline: urgent, with material EBITDA impact
The team launched its first supply-discovery RFX in 5 minutes. The event surfaced inventory from suppliers Blue Bird had never bought from -- parts that met the requirement of being new, authentic, and functional -- and moved from discovery to purchase fast enough to cover the immediate production gap. The finished buses got their last part and shipped.

The pilot became the template for what followed. Blue Bird retired its legacy tools in favor of one platform covering supplier discovery through award, BOM cost tracking, and supplier communication, then expanded from the chip event into direct-materials sourcing across categories.
The results
$250M+ shipped in-year, 35% under baseline
Pulled $250M+ of sales back into the fiscal year -- sales that would have deferred to FY2022 and instead shipped in-year
Averaged 35% savings from baseline sourcing the ABS-system IC
Cut RFQ cycle times 30-50%; complex RFQs launch in 15-30 minutes instead of hours -- a separate measure from the 5-minute pilot RFX
Built $1M+ in run-rate savings with 10%+ deflation across multiple categories as sourcing expanded
Each number carries its own baseline. The $250M+ is measured against the deferral scenario: sales that would have slipped into FY2022 and instead shipped in-year. The 35% is average savings against Blue Bird's baseline on the pilot part specifically -- the ABS-system IC, not a blended figure. The 30-50% applies to overall RFQ cycle times since the expansion.
The broader rollout separated emergency response from ongoing category work. Behind the run-rate figures: 100+ suppliers participating in sourcing events, onboarded suppliers up 15.6%, and 40+ new challenger suppliers identified across categories. Engineering, product, finance, and procurement now review supplier options, costs, and awards from the same sourcing record -- closing the visibility gap that slowed the chip-crisis response.

"LightSource is very efficient in finding suppliers. Not only did they find relevant suppliers for my category but also contact details of folks there -- which was a huge unlock for our procurement team."
-- Hunter K., Blue Bird purchasing team
About LightSource
LightSource is the AI-native direct materials operating system. It connects engineering, procurement, and suppliers in one platform so manufacturers can launch products faster and at lower cost. Customers include Amazon, Conair, Canada Goose, BRP, Shure, and Medtronic.
Faster sourcing. Lower cost. Less chaos.
Try out LightSource and you’ll never go back to Excel and email.
Faster sourcing. Lower cost. Less chaos.
Try out LightSource and you’ll never go back to Excel and email.
Faster sourcing. Lower cost. Less chaos.
Try out LightSource and you’ll never go back to Excel and email.
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Leading Industrial Manufacturer Achieved Multi-Million Dollar Savings and Accelerated Sourcing Cycles with AI-Powered Platform

Specialty Chemicals Leader Arxada Leverages LightSource to Drive Process Efficiency, Impact, and Cost Control in Tail Spend Chemicals Sourcing.
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Aramsco Accelerated Procurement Cycles and Unlocked Seven-Figure Savings with LightSource

Leading Industrial Manufacturer Achieved Multi-Million Dollar Savings and Accelerated Sourcing Cycles with AI-Powered Platform

Specialty Chemicals Leader Arxada Leverages LightSource to Drive Process Efficiency, Impact, and Cost Control in Tail Spend Chemicals Sourcing.
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