Erudire Workforce sources, screens, trains, and places critical facilities technicians — one accountable company, priced per productive hire. We sign the employer before we train a single person.
The whole thesis on one screen: where the gap is, what we do about it, where we begin, and why now.
The Gap
Up to 1.9M U.S. manufacturing roles could go unfilled by 2033 if the skills gap goes unaddressed. The bottleneck is technicians — not engineers or line labor.
What We Do
Demand comes first. We sign an employer with a contracted hiring need, then recruit and train that specific cohort to fill it. Employers pay; students enter free.
Where We Start
Critical facilities technicians in Northern Virginia: the shift workers who keep a live data hall’s power and cooling running. Manufacturing is still on the map, just not first.
Why Now
America’s industrial rebuild in chips, defense, and biopharma is colliding with a retiring technician workforce. The shortage is structural, and it widens every year.
Where we are: pre-revenue today, with a clear first step: a paid embedded pilot with an anchor employer. The model is complete at one employer and one cohort — scale just repeats it.
The Problem
The current system doesn’t produce technicians.
Data-center operators, fabs, plants, and shipyards all need technicians who can walk onto a live floor and keep it running. Every existing channel fails them in a different way.
Community colleges
Move slower than employer demand. Grant credentials, not job-ready workers. No accountability for placement or conversion.
Staffing agencies
Fill open requisitions with résumés. They don’t create trained talent — they redistribute existing workers between employers.
In-house training
Expensive, inconsistent, and pulls experienced employees off the floor to train novices. Most employers never build it right.
Apprenticeships
Work well, but are painful for employers to launch alone. Compliance, coordination, and curriculum are a full-time job most sites won’t take on.
An unfilled technician role costs $50K–$100K+ per year in overtime, delays, and recruiting churn.
the cost no one is counting
Internal estimate — overtime, downtime & recruiting churn; varies by role and region.
2.8M
of the 3.8M need is workers retiring this decade — not new demand on top
2033
horizon year of Deloitte & the Manufacturing Institute’s 3.8M-worker gap forecast
180d
DoD SkillBridge window — DoD pays transitioning service-member salaries
The Gap, Over Time
Watch the shortfall widen.
By 2033 American manufacturing needs 3.8M more workers, and unless the talent pipeline changes, nearly half of those roles could go unfilled. Drag across the decade and watch the gap open.
Roles unfilled · 2028
0.75M
skilled roles employers can’t fill that year — and the gap compounds as more workers retire.
2.3M
Roles to fill
1.6M
Qualified workers entering
Directional model anchored to Deloitte & The Manufacturing Institute’s 2033 projection (3.8M needed, ~1.9M unfilled). Illustrative, not a forecast.
Why Now
The shortage is structural — even if 2026 hiring is uneven.
Economic uncertainty has made some manufacturers cautious about permanent headcount. That strengthens the case for this model rather than weakening it.
A pay-for-conversion pipeline is lower-risk than traditional hiring. Cautious employers still need technicians — they just want to commit later. Erudire de-risks the commitment without pausing the pipeline, so talent is ready the moment production ramps.
01
Lower-risk hiring: pay for screened, trained candidates instead of speculative hires
02
Keep hiring options open without a permanent headcount commitment
03
Reserve talent capacity before production ramps, not after
04
Convert learners to full-time roles only when the employer is ready
05
Every reshoring announcement worsens the gap and strengthens the thesis
The Solution
One company. The full chain. Accountable for outcomes.
We own every link from sourcing to retention across six steps, so one company stays accountable for the result.
01 · Source
Source
High schools, veterans (incl. DoD SkillBridge), underemployed adults, workforce orgs
02 · Screen
Screen
Aptitude, reliability, mechanical reasoning, work-readiness — before they cost the employer anything
03 · Train
Train
Role-specific technical pathways with hands-on delivery, VR modules, and real equipment
Qualified candidates convert to full-time employer roles — conversion fee paid on hire
06 · Track
Track
Conversion, retention, and performance data — an edge no competitor can copy, and it compounds over time
The product is trained workers, not curriculum. Employers get a predictable supply of qualified technicians on their own timeline. Program fee up front, badge fee on hire.
Time to a Productive Hire
Two ways to fill the floor.
The old way is a speculative hire that takes most of a year to pay off. Erudire delivers a screened technician who is on shift in weeks. Flip between them.
Flip to see Erudire
Week 0~30 weeks to a productive hire
29
weeks to a productive hire
Risk
Elevated — a speculative bet on one résumé
Commitment
Permanent headcount, paid up front
Where We Start
Start narrow: critical facilities technicians.
One repeatable role before we multiply programs. The first cohort is critical facilities technicians in Northern Virginia, taught inside the operator’s own building.
Why this wedge
The deepest documented shortage we found: Uptime’s 2025 survey of 800+ operators has 46% unable to find qualified candidates and 37% unable to keep them
In most trades eight weeks produces somebody’s first rung; here it produces a finished technician an employer can badge onto a live floor
The military feeds it directly. Navy electrician’s mates and Air Force power pros spend their careers on switchgear and generators, and SkillBridge produces them in volume at almost no acquisition cost to us
More repeatable than launching five programs at once
Graduates branch into higher-specialization tracks over time
Expansion tracks over time
Install, calibrate, and service the deposition, etch, and metrology tools that run a fab line.
Where Chip fabs and their equipment makers — the heart of the CHIPS-Act buildout.
Program, set up, and run computer-controlled mills and lathes to tight tolerances.
Where Precision parts for aerospace, defense, medical, and automotive suppliers.
Join structural and pressure-critical assemblies, from TIG work to robotic welding cells.
Where Shipyards, energy, heavy equipment, and defense fabrication.
Maintain and troubleshoot robotic cells, PLCs, and automated production lines.
Where EV plants, distribution centers, and high-volume assembly lines.
Build and inspect airframe and propulsion assemblies under exacting tolerances.
Where Aircraft and space manufacturers and their tier-one suppliers.
Wire, test, and repair industrial control systems and electronic assemblies.
Where The connective layer in nearly every advanced-manufacturing plant.
Install, maintain, and repair propulsion, hydraulic, and shipboard mechanical & electrical systems.
Where Naval shipyards, ship-repair yards, and the maritime supplier base in Hampton Roads.
Install, balance, and maintain precision heating, cooling, and refrigeration — including the cleanroom climate and humidity control a fab or biopharma plant lives or dies by.
Where Semiconductor fabs and biopharma plants. Same skills as the data-hall work we start with, pointed at a cleanroom.
Lay out, cut, and assemble high-pressure and process piping that moves gas, fluids, and chemicals through a plant.
Where LNG terminals, hydrogen and chemical plants, nuclear, and biopharma.
Calibrate, wire, and commission the sensors, transmitters, and control loops that run automated production and process lines.
Where Energy, chemical, nuclear, and biopharma process facilities.
Task-specific qualifications
Job-ready in weeks, not the years a credential takes.
The same operating system, pointed at the exact task in front of an employer. When an employer needs a specific trade now, Erudire stands up a targeted qualification in a matter of weeks — the credential maps to the job, not to a two-year timeline.
Welding
8–14 weeks
Shipyards, LNG, steel mills, every fab & gigafactory build
HVAC/R & cleanroom
10–12 weeks
Semiconductor fabs, biopharma plants, data centers
Industrial electrical
12–16 weeks
Battery plants, fabs, metals mills, data centers
Pipefitting
10–14 weeks
LNG, hydrogen & chemical, nuclear, biopharma
Instrumentation & controls
12–16 weeks
Energy, chemical, nuclear, biopharma process lines
One repeatable operating system before we multiply programs.
3.8M
Manufacturing workers needed in the U.S. by 2033
Source: The Manufacturing Institute
1.9M
Of the roles at risk of going unfilled
Source: Deloitte / Manufacturing Institute
12.5B+
Committed to Virginia manufacturing by AstraZeneca, Lilly & Merck
Source: VEDP
Business Model
Employer-funded, outcome-oriented.
Erudire prices against the cost of an empty seat, not tuition. Students pay nothing. The first cohort is priced at $25K per placed hire: $10K up front and $15K when the technician badges. Those figures stay illustrative until the cohort contracts.
Paid pipeline design
Custom pilot with role mapping and curriculum scoping
$25K–$50K
Program fee
Eight-week critical facilities technician (CET) cohort: curriculum, instructors, certifications, coordination. Two equal installments before training starts. Apprentice wages sit outside this fee.
$10K per seat, up front
Badge fee
Paid when the technician is badged and hired onto the employer’s floor
$15K per placed hire
Dedicated cohort contract
Reserved seats in one cohort. A twelve-seat cohort at the pilot fee is $300K
$300K+
Small-business consortium
Multiple smaller employers pool seats to share a single cohort
Seat-based
Illustrative per-seat economics · CET pilot
~74%
Gross margin on a SkillBridge seat · eight weeks · wages outside the fee
Two lenses on the same engagement — what an employer saves, and what Erudire earns. Drag the assumptions. Every figure is illustrative until the first cohort contracts.
Technicians to hire / year12
Months a role sits unfilled today7
Cost of one vacant role / year$75K
Erudire gross margin74%
Annual vacancy cost avoided
$375K
Erudire cuts the time to a productive hire from months to weeks. That recovered time is the saving.
Old way · 7 mo open$525K
With Erudire · ~10 weeks$150K
7 → 2 mo
Time to fill the role
71%
Less vacancy drag per role
Annual contract value · one employer
$478K
Program fees plus badge fees on hire, from a single account and before any expansion. Illustrative pilot economics.
Illustrative model for discussion, not a forecast or an offer. Old-way cost is vacancy drag across the months a role stays open. Erudire’s eight-week pathway fills the seat in weeks, so most of that drag disappears. Per-hire revenue is the pilot fee ($10K program + $15K badge). Gross margin defaults to the SkillBridge pilot case (~74%).
Every alternative either lacks conversion accountability, doesn’t deliver hands-on technician training, or requires the employer to run the program themselves. Hover or tap any competitor to see where they stop.
SourceScreenTrainPlaceRetain
Training only, credential-focused on 2-year timelines. No sourcing, screening, placement, or retention.
We run all five stages on one pathway built to the employer’s spec — weeks to floor-ready, or a full apprenticeship to conversion.
Broker access to generic courses and place grads, but don’t build hands-on technician skills or own retention.
We deliver the technician training ourselves, then stay accountable through retention.
Place and backfill from existing résumés. They find talent but never create it.
We source and train work-ready technicians, not just fill job openings.
Employer trains in-house, with no external sourcing or screening, competing with the day job.
Turnkey: we own sourcing through retention so the team doesn’t have to.
Employer-run apprenticeship networks (like FAME) train and place, but members run the chapter themselves on 2-year timelines — and only where a chapter exists.
Turnkey, fast, and accountable for conversion under contract. Available now.
ERUDIRESOURCE →︎ SCREEN →︎ TRAIN →︎ PLACE →︎ RETAINALL FIVE STAGES
Competitors cover one or two stages. Erudire is the only company accountable across the whole pipeline, from source to retain, under a single employer-funded contract.
White space: a scalable, for-profit company that bundles source →︎ screen →︎ train →︎ place →︎ retain under one employer-funded product — with contractual accountability for conversion that no existing provider offers.
Strategic Geography
Three sectors hiring at scale, one shared talent base.
A live data hall, a chip fab, and a biopharma plant all run on the same kind of technician. We start with the data halls in Northern Virginia, and the same machine serves the other two.
Critical Facilities
Northern Virginia data halls
46% can’t hire
Northern Virginia has more data-center capacity under construction than any other U.S. market, and operations staff is the worst shortage operators report. We train for exactly those shifts: eight weeks, inside the employer’s building.
Micron’s $2B+ Manassas fab onshores memory for aerospace and defense, part of a CHIPS-backed U.S. expansion that includes a $275M federal award — a CHIPS-funded advanced-manufacturing anchor in-state creating immediate and sustained technician demand.
AstraZeneca, Lilly & Merck committed $12.5B+ to Virginia plants and $120M to VCAPM, a new pharma-manufacturing training center — proof that employers fund pipelines. VCAPM will grant credentials (~2027); Erudire is the accountable placement and maintenance-tech partner it won’t provide.
Anchored in Virginia. Built to follow the national build-out.
The same electrical, mechanical, HVAC/R, and controls technicians travel to every kind of large-scale build — data halls, chip fabs, aerospace and defense, EV and battery, aluminum and steel, biopharma, shipyards, and energy. As these megaprojects come online nationwide, Erudire’s model maps onto each one. Explore the interactive map: Virginia today, and where we go next.
Virginia — operating today · National expansion targets — every kind of large build runs on the same technicians
EV & batteryHyundai · EllabellFord · BlueOval CityPanasonic · De Soto
Aluminum & steelAluminum Dynamics · ColumbusNucor · Apple Grove
BiopharmaEli Lilly · Concord
ShipbuildingElectric Boat · Groton
Energy & AI infraPort Arthur LNGMicrosoft · Mount Pleasant
1Northern Virginia — data-center operators, plus Micron’s $2B+ Manassas fab (Loudoun & Manassas)
2Richmond region — AstraZeneca, Lilly & Merck biopharma (central VA)
3Newport News — Navy & Newport News shipbuilding (Hampton Roads)
Virginia — home base, operating today: Northern Virginia data-center operators, Micron’s Manassas fab, the central-VA biopharma cluster, and Navy/Newport News shipbuilding
Biopharma — Eli Lilly (Concord, NC) · Shipbuilding — Electric Boat (Groton, CT)
Energy & AI infrastructure — Port Arthur LNG (TX) · Microsoft data center (Mount Pleasant, WI)
Delivery Model
Start asset-light. Build sites after proof.
Capital requirements scale with revenue milestones, so there are no big bets before the economics are validated. Hover or tap each phase.
Train inside the employer’s facility using off-shift equipment. Partner with local technical schools and vendors for modules. Erudire provides instructors, curriculum, screening, and coordination. Minimal facility CapEx. Proves conversion economics before any real estate commitment. It’s also how employer #1 happens with no track record: a small paid pilot on their own floor is a bounded bet, and with $0 tuition and veteran channels like DoD SkillBridge, filling the first cohort is the easy side of the problem.
Proves conversion economics.
Dedicated leased facility with CNC and mechatronics equipment. Serve multiple employers from one hub. Standardize instructor hiring, compliance, and curriculum. One physical location, many employer relationships, and much better unit economics per learner.
One hub, many employers.
Central HQ owns curriculum, systems, data, and the employer playbook. Regional sites execute sourcing, training, and placement. Many sites serving a growing learner base. The performance data built up in Phases 1 and 2 compounds into a national advantage no rival can copy.
National scale, standardized.
Why Kyle
The same lens that found mispriced markets found this.
Founder & CEO
Kyle Cooper
Former elite endurance athlete and self-taught investor, now focused on the one supply-demand gap nobody is pricing: the technicians American manufacturing cannot hire.
01 · Elite Competitor
A ~16:30 5K at 14, then elite triathlon — 7th at 2022 nationals and the #1 ’07 athlete at the 2023 Americas Championship.
02 · Redirected Excellence
When illness ended the athletic career, the same hunger for winning went into the markets.
03 · A Proven Eye
Calculated, contrarian calls on supply-demand gaps the street mispriced — controlled risk. Long AI memory, then a geopolitical gold repricing.
04 · Why Erudire
The same lens found this: structural demand, a technician supply that can’t scale, mispriced because no one is looking.
Team
Founder-led strategy, industry-expert execution.
The Founding General Manager is a hands-on operations leader who sells. From day one they co-sell with the founder, design the pilots, and hold their own with VPs of Operations.
Hiring Now
Founding GM · Head of Employer Partnerships
Open Role
Operator relationships, pilot design, enterprise accounts. Must have closed high-value deals into data-center or industrial employers with live VP-of-Ops relationships.
Base
$150K–$200K + commission
Equity
2–4%
Hiring
Curriculum & Program Lead
Open Role
Technical pathway design, instructor coordination, and assessment development across maintenance and mechatronics tracks.
Compensation
$110K–$150K
Hiring
Ops / Partnerships Coordinator
Open Role
Candidate pipeline management, logistics, compliance coordination, and local partner relationships.
Compensation
$95K–$125K
Ideal Founding GM: has closed high-value enterprise deals into data-center or industrial employers, holds live VP-of-Ops relationships, and can co-sell with the founder, design pilots, and speak credibly with site leadership, often in the same week.
Milestones
10 months to a paid anchor.
Two non-negotiables, in this order: a paid employer commitment by month 8, then a live pilot cohort by month 9 — demand signed before training starts.
Mo. 1
Draft pilot curriculum; validate 5–8 employer data points; build 30+ target employer list
Mo. 2
Extend GM offer on validated demand + first closes; begin co-selling
Mo. 3–5
2–3 written pilot proposals out; 1+ in procurement / legal
Mo. 6
Finalize pilot curriculum; build the candidate sourcing pipeline
Mo. 7–8
Sign anchor — OR 4–6 employers at 2–3 seats each — money attached
Key non-negotiable
Mo. 9
Launch the first embedded pilot cohort
Mo. 10
Early cohort data; expansion pipeline building
Target outcome
The Detail
Go deeper, if you want to.
The market math and the risk register, tucked away so they don’t crowd the story. Click to expand.
Market sizing — capture scenarios How revenue scales from a regional platform to category leader
ScenarioLearners / yrAnnual revenue
Early regional pilot300–1,000$7.5M–$25M
Multi-site platform5,000–10,000$125M–$250M
National scaled platform30,000+$750M+
Category leader100,000+$2.5B+
Illustrative scenarios, not forecasts. The top rows are aggressive ceilings. The pilot proves the first row; everything above depends on repeatable cohort economics. Revenue per placed hire is held at the pilot fee of $25K ($10K program + $15K badge), so each row scales with volume.
Risks & mitigations The honest risk register — and how each one is retired
Employers interested but don’t signRequire paid design fees / deposits; aim for money attached from the first conversation
First hire failsTrial period, advisor-assisted vetting, milestone-based equity
Pricing looks too highFrame against vacancy cost; clarify the fully-burdened rate; use grants to lower employer price
No facility for the pilotAsset-light embedded model — train inside the employer’s facility
Free public programs undercut usPartner with them as feeders; sell speed, accountability, and roles they don’t serve
Founder seen as too hands-offCEO-led on strategy, capital, and first sales; the GM scales the motion under him
Macro uncertainty delays hiringDiversified employer base + grant-funded delivery cost
Net-60/90 terms drain runwayPrepayment / monthly-in-advance required in pilot contracts
GM hire + single anchor = two single points of failure5–8 GM candidates in parallel; 3–5 anchor candidates advanced simultaneously
Connect
Let’s build the workforce America needs.
Erudire Workforce builds employer-funded pipelines for critical facilities technicians, starting in Northern Virginia data centers. If you’re an employer, a potential partner, or want to learn more, get in touch.
Employers
Short on technicians now? Scope a pilot cohort for your site: roles, timeline, and cost.