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.


From missing chip to shipped buses: the November 2021 pilot -- RFX launched in 5 minutes, new sources found, chips delivered, buses shipped with $250M+ of sales staying in the fiscal year

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.


Savings and speed after the pilot: pilot-part cost indexed from baseline 100 to awarded 65 (-35%), and complex RFQ launch time from hours to 15-30 minutes

"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

Book a demo

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.


From missing chip to shipped buses: the November 2021 pilot -- RFX launched in 5 minutes, new sources found, chips delivered, buses shipped with $250M+ of sales staying in the fiscal year

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.


Savings and speed after the pilot: pilot-part cost indexed from baseline 100 to awarded 65 (-35%), and complex RFQ launch time from hours to 15-30 minutes

"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

Book a demo

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.


From missing chip to shipped buses: the November 2021 pilot -- RFX launched in 5 minutes, new sources found, chips delivered, buses shipped with $250M+ of sales staying in the fiscal year

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.


Savings and speed after the pilot: pilot-part cost indexed from baseline 100 to awarded 65 (-35%), and complex RFQ launch time from hours to 15-30 minutes

"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

Book a demo

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.

Trusted by:

Trusted by:

Trusted by: