The Cognitive
Top 10 Talent Factories
Where your best hires were trained
The 10
Tap a company01SalesforceAccount Executives
What they learned there
- Long deals with many buyers: IT, finance, legal, a sponsor.
- Account plans and forecasts reviewed every week.
- Selling a platform, then growing it inside the account.
How their titles read
When they move
Salesforce's year starts 1 February. New territories and quotas land then, so January to March is when AEs think about leaving.
Find the ones who left
Past company: Salesforce · Current company: not Salesforce · Title: Account Executive
Account Executives who spent 2+ years selling at Salesforce and have since left. Enterprise or commercial segment. [city]. Must have: closed multi-stakeholder deals, managed a named account list.
First line
You spent three years selling to enterprise accounts at Salesforce.
02StripePayments Engineers
What they learned there
- Money movement: charges, refunds, payouts, ledgers that must balance.
- API design where every call can be retried safely.
- Writing it down: design docs before code.
How their titles read
When they move
Titles at Stripe are mostly plain "Software Engineer". The team name in the job description tells you the work. Search by product name.
Find the ones who left
Past company: Stripe · Current company: not Stripe · Keywords: payments OR billing OR ledger
Software engineers who worked at Stripe on Payments, Billing, Connect or Treasury, now somewhere else. [city or remote]. Must have: built or owned money-movement systems.
First line
You worked on Billing at Stripe.
03HubSpotCustomer Success
What they learned there
- Big books of small and mid-size customers.
- Onboarding in weeks, not months.
- Renewals and upsell tied to usage numbers.
How their titles read
When they move
HubSpot CSMs carry many accounts. Ask how many. It tells you if they fit a high-touch book or a high-volume one.
Find the ones who left
Past company: HubSpot · Current company: not HubSpot · Title: Customer Success
Customer Success Managers who spent 2+ years at HubSpot, now at another software company. [city or remote]. Must have: owned renewals for a book of SMB or mid-market accounts.
First line
You ran a book of mid-market accounts at HubSpot.
04AmazonOps Managers
What they learned there
- Running a shift of hundreds of people against hourly targets.
- Weekly business reviews: every number explained.
- Writing six-page memos instead of slides.
How their titles read
When they move
Area Manager is the entry job for graduates. Many move after two years. Building codes like "DFW7" or "BFI4" on a profile tell you which site they ran.
Find the ones who left
Past company: Amazon · Current company: not Amazon · Title: Area Manager OR Operations Manager
Former Amazon Area Managers and Operations Managers from fulfilment or delivery sites, 2+ years there, now elsewhere. [city]. Must have: managed shifts of 50+ people.
First line
You ran shifts at an Amazon fulfilment site for two years.
05GoogleSite Reliability
What they learned there
- Google coined Site Reliability Engineering.
- SLOs and error budgets: how much downtime is allowed, decided up front.
- Blameless postmortems and on-call that is planned, not heroic.
How their titles read
When they move
Google has two SRE tracks: software engineers and systems engineers. The job description usually says which.
Find the ones who left
Past company: Google · Current company: not Google · Title: Site Reliability
Site Reliability Engineers who spent 2+ years at Google, now at another company. [city or remote]. Must have: on-call for production services, set SLOs.
First line
You were an SRE at Google for three years.
06NVIDIAGPU Engineers
What they learned there
- Writing and tuning GPU code with CUDA.
- Squeezing speed out of deep learning models.
- Working close to the hardware.
How their titles read
When they move
Stock grants have made many current NVIDIA engineers hard to move. People who already left are the easier conversation.
Find the ones who left
Past company: NVIDIA · Current company: not NVIDIA · Keywords: CUDA OR GPU
Engineers who worked at NVIDIA on CUDA, GPU performance or deep learning libraries, now somewhere else. [city or remote]. Must have: wrote or optimised GPU kernels.
First line
You tuned CUDA kernels at NVIDIA.
07AirbnbProduct Designers
What they learned there
- Designing inside a shared design system.
- Storyboarding the whole trip, not one screen.
- Two-sided products: guests and hosts.
How their titles read
When they move
Ask for the portfolio before the call. Airbnb designers can usually show work from before and after Airbnb.
Find the ones who left
Past company: Airbnb · Current company: not Airbnb · Title: Product Designer
Product designers who spent 2+ years at Airbnb, now at another company. [city or remote]. Must have: shipped work on a two-sided marketplace.
First line
You designed the host side at Airbnb.
08NetflixData Engineers
What they learned there
- Data platforms at very large scale.
- A/B testing almost every product change.
- Apache Iceberg and Metaflow both started at Netflix.
How their titles read
When they move
Netflix has long paid top of market, mostly in cash. Get the range on the table early.
Find the ones who left
Past company: Netflix · Current company: not Netflix · Title: Data Engineer
Data engineers who worked at Netflix on the data platform or experimentation, now somewhere else. [city or remote]. Must have: built pipelines at large scale.
First line
You built experimentation pipelines at Netflix.
09Deloitte.DeloitteAccountants
What they learned there
- Audits of large companies under US GAAP.
- Busy season: hard deadlines, long weeks, review notes.
- Many pass the CPA while there.
How their titles read
When they move
Big 4 auditors most often leave after busy season ends (January to April) and once the CPA is passed. Seniors at year 3 to 5 are the classic move into industry.
Find the ones who left
Past company: Deloitte · Current company: not Deloitte · Title: Senior Accountant OR Audit Senior
Audit seniors and managers from Deloitte, 3 to 5 years there, now in industry or ready to move. [city]. Must have: CPA, audit of public or large private companies.
First line
You spent four years in audit at Deloitte and passed the CPA.
10MAYO
CLINICMayo ClinicNurses
What they learned there
- High-acuity patients in an academic medical centre.
- Specialty units: ICU, cardiac, transplant, oncology.
- Structured new-nurse residency.
How their titles read
When they move
Mayo's main campuses are Rochester MN, Phoenix/Scottsdale AZ and Jacksonville FL. Search those metros first.
Find the ones who left
Past company: Mayo Clinic · Title: Registered Nurse · Location: your metro
Registered nurses with 2+ years at Mayo Clinic, now elsewhere. [unit, e.g. ICU]. [city]. Must have: active RN licence for [state].
First line
You worked ICU at Mayo Clinic for three years.
Find the factory for any role
3 questions
- Who is known for this exact work?The company whose product is the work: payments → Stripe, reliability → Google.
- Who trains people from zero?Graduate programs, residencies, sales academies, Big 4 audit.
- Where did your best hires come from?Open the profiles of your last 5 good hires for this role. Note every past employer that repeats.
Ask Claude
I'm hiring a [role] in [city] for [type of company]. List 10 companies known for training people in this work. For each: what people learn there, how their job titles read, when they usually move, and one line I could open a message with. Put the companies whose people are easiest to approach first.
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Pick a company above, fill the [brackets], send.