Company directory
A compact map of firms doing meaningful AI deployment or implementation work. It is neither exhaustive nor a ranking.
About · Methodology · Disclosures
Evidence before inference.
Deming’s List maps the AI deployment market, verifies public FDE-style openings, and builds a specialist recruiting practice with the boundaries visible.
01 · People
Made by people, and open to correction.
The editor of Deming’s List runs the research behind the directory and the employer-search work of Deming Search.
The original directory is made with Ethan, in collaboration with Chris Barber.
Deming’s List is named for W. Edwards Deming. The name reflects an interest in systems, measurement, and inspectable quality; it does not imply an affiliation with Deming’s estate or organizations bearing his name.
02 · What this is
One market map, three connected products.
Verified FDE jobs
A hand-checked set of exact employer postings with direct links, published facts, and visible verification dates.
Deming Search
An early employer-paid recruiting practice for forward-deployed and adjacent AI deployment engineers. Candidates are never charged.
03 · Inclusion
The unit of analysis is the work.
A title is a clue, not proof.
Company screen
- AI deployment, implementation, integration, or adoption is a meaningful part of the work.
- A first-party or similarly attributable source can be inspected.
- The entry can be described without inferring confidential customers, revenue, or endorsement.
Jobs screen
- The exact role appears on an official employer page or employer-controlled applicant system.
- Duties include meaningful production engineering and customer deployment ownership.
- Title, location, compensation, and dates are transcribed as published; unknowns remain unknown.
Three useful labels
Exact FDE uses a forward-deployed title. Equivalent deployment role owns the same core work under another title. Adjacent overlaps materially but has a different ownership boundary. Future company and job profiles will make those distinctions explicit.
04 · Evidence
A visible source hierarchy.
Exact first-party evidence
Official company pages, employer postings, documentation, repositories, filings, customer material, or attributable engineering work.
Attributable first-person evidence
Named talks, interviews, posts, and work artifacts establish what a person or company says—not automatic independent confirmation.
Independent reporting
Used when it adds corroboration or context the subject cannot provide.
Inference, labeled
Analysis is separated from observed fact. Unknowns, contradictions, dates, and limitations stay visible.
05 · Editorial and recruiting
Commercial relationships do not buy coverage.
A directory entry, job listing, citation, or field note is not an endorsement and does not imply a client relationship. A recruiting relationship does not guarantee listing, ranking, favorable treatment, or editorial coverage.
If a covered company becomes a current recruiting client, sponsor, referral partner, or other material commercial counterparty, that relationship will be disclosed on the relevant page. Deming’s List currently has no paid ranking product.
A public professional profile may justify further research. It does not establish availability, interest, consent, compensation, mobility, work authorization, vetting, or representation. No person should be presented to an employer without company-and-role-specific permission.
06 · Current limits
Small, early, and explicit about it.
Deming Search does not claim completed placements, a proprietary bench, guaranteed speed, client logos, or testimonials that do not yet exist. The site is static, and no public contact channel is offered at present.
Guides are practical operating frameworks, not legal advice or validated selection instruments. Employers remain responsible for job analysis, fair and lawful hiring, accessibility, privacy, and counsel appropriate to their jurisdictions.
To report a factual error, note the exact page, disputed claim, and best available primary source.
Questions and corrections
Make the record better.
Claims are re-checked against primary sources on each dated research pass. A public submission channel will be announced here when one is available.