WRITE FOR SAI — GUEST CONTRIBUTORS
BRING YOUR EXPERIENCE TO THE BUSINESS CONSTRAINT DISCIPLINE™
What Have You Seen, Learned, Researched, or Challenged That Business Leaders Should Understand?
The Schneider Axiom Institute selectively considers contributions from experienced business practitioners, executives, advisors, faculty, researchers, authors, and industry specialists whose work can add substantive perspective to the growing body of knowledge surrounding business constraints and organizational performance.
We are interested in work that adds something substantive:
evidence worth considering, experience worth examining, distinctions worth making, or ideas worth debating.
If your work has given you a perspective on what limits performance, why sound solutions sometimes fail, how similar symptoms can arise from different causes, or what should be addressed first, SAI welcomes a proposal for consideration.
PRACTICE · OPERATING EXPERIENCE · RESEARCH · INDUSTRY KNOWLEDGE
[PROPOSE A CONTRIBUTION →]
BUSINESS HAS NO SHORTAGE OF FRAMEWORKS
Business leaders already have powerful tools for strategy, finance, marketing, operations, organizational behavior, leadership, and competitive analysis.
Those tools answer important questions.
The Business Constraint Discipline™ asks another:
WHICH PROBLEM IS ACTUALLY GOVERNING THE RESULT?
A business may have several real problems at the same time.
They do not necessarily deserve equal attention at the same time.
SAI welcomes contributors who can deepen, test, challenge, or extend that diagnostic question through practice, operating experience, research, education, or industry knowledge.
WHO WE INVITE TO CONTRIBUTE
SAI seeks contributors with demonstrated expertise, meaningful experience, or a perspective worth examining.
PRACTITIONERS & ADVISORS
Experienced professionals working directly with businesses, clients, leaders, or organizations.
BUSINESS & INDUSTRY LEADERS
Owners, executives, functional leaders, association leaders, and specialists with substantial operating or sector experience.
FACULTY, RESEARCHERS & ACADEMIC LEADERS
Faculty, researchers, deans, department chairs, and academic executives working in business, management, strategy, operations, finance, organizational behavior, entrepreneurship, or related fields.
AUTHORS & BUSINESS MEDIA
Authors, journalists, podcasters, and serious business commentators whose work addresses meaningful questions of business performance or organizational effectiveness.
YOU DO NOT NEED TO HOLD AN SAI CREDENTIAL TO CONTRIBUTE.
You do need something worth contributing.
UNDERSTAND THE DISCIPLINE BEFORE YOU CONTRIBUTE
You do not need to endorse every SAI proposition.
But if your contribution uses SAI concepts or terminology, it should use them accurately.
Prospective contributors should be familiar with four foundational ideas:
THE GOVERNING CONSTRAINT PRINCIPLE
At any given time, one constraint exerts the greatest limiting influence on the organization's ability to achieve its primary objective.
THE SEVEN CLASSES OF BUSINESS CONSTRAINT™
Market · Operational · Financial · Organizational · Strategic · Leadership · Credibility
DIAGNOSIS BEFORE PRESCRIPTION
Before selecting a solution, determine what problem actually deserves attention first.
THE DIAGNOSTIC DISTINCTIONS
A symptom, a business problem, a secondary constraint, and the governing constraint are not interchangeable.
[EXPLORE THE BUSINESS CONSTRAINT DISCIPLINE™ →]
[READ SAI WHITE PAPERS →]
WHAT SAI WILL PUBLISH
Authoritative. Useful. Evidence-Aware. Grounded in Reality.
Strong submissions should:
Begin with a meaningful business question, operating problem, research finding, professional observation, or diagnostic distinction.
Draw on real experience, research, evidence, or reasoned analysis.
Avoid treating the first visible symptom as the automatic explanation.
Use SAI terminology accurately when discussing the Business Constraint Discipline™.
Add an original observation, application, challenge, distinction, or perspective.
Protect confidential information and disclose material commercial interests where relevant.
Inform the reader rather than primarily promote the contributor, firm, product, book, course, or institution.
Be original to the contributor, or clearly disclose any prior publication, adaptation, or material overlap with previously published work.
WE WELCOME SERIOUS DISAGREEMENT
A serious body of knowledge should be examined, not merely repeated.
SAI does not require guest contributors to agree with every proposition of the Business Constraint Discipline™.
Well-reasoned challenges, alternative interpretations, boundary conditions, contradictory evidence, and perspectives that test or refine an SAI proposition are welcome when supported by evidence, research, operating experience, or professional observation.
WE ARE INTERESTED IN WHAT THE EVIDENCE SUPPORTS.
HAVE YOU SEEN SOMETHING OUR PUBLISHED WORK SHOULD KNOW?
Publication should not end an inquiry.
It should advance one.
If you have read an SAI White Paper, Case Study, Position Paper, or other publication and your experience tells you there is more to the story, we want to know.
Perhaps you have encountered a case that supports the paper's Central Proposition.
Perhaps your experience reveals an important exception or boundary condition.
Perhaps the same apparent business problem led to a very different diagnosis.
Perhaps published research supports—or challenges—part of the argument.
Or perhaps changing business conditions have produced evidence that did not exist when the work was originally published.
THAT EVIDENCE CAN MATTER.
SAI welcomes documented cases, operating evidence, professional observations, research, and alternative interpretations that can strengthen, qualify, challenge, or extend work already published within the SAI Body of Knowledge.
Selected contributions may be incorporated into a future revision, developed into a separate Case Study or White Paper, or identify a question deserving further examination.
A SERIOUS BODY OF KNOWLEDGE SHOULD BECOME STRONGER AS THE EVIDENCE GROWS.
[CONTRIBUTE EVIDENCE OR A CASE →]
WHAT PUBLISHING WITH SAI PROVIDES
Published contributors receive:
FULL AUTHORSHIP ATTRIBUTION
Your name remains attached to your work.
A PROFESSIONAL CONTRIBUTOR PROFILE
Your relevant background and expertise can accompany your contribution.
AN APPROPRIATE PROFESSIONAL LINK
Your profile may link to a faculty page, institutional profile, professional website, author page, or similar destination.
A CROSS-DISCIPLINARY BUSINESS AUDIENCE
Your work may reach business owners, executives, advisors, practitioners, educators, and institutional readers interested in business constraints and organizational performance.
A PLACE IN THE SAI BODY OF KNOWLEDGE
Strong contributions can add operating, professional, academic, or industry perspective to the continuing development of the Discipline.
LET'S TALK ABOUT ATTRIBUTION
IF YOUR CONTRIBUTION ADDS VALUE, YOU SHOULD RECEIVE APPROPRIATE CREDIT FOR IT.
Not every contribution takes the same form.
One contributor may author an original White Paper. Another may provide a documented operating case. A researcher may identify evidence that materially strengthens or challenges an interpretation. A practitioner may contribute an observation that reveals an important exception or boundary condition.
SAI recognizes contributions according to what was actually contributed.
An original work accepted for publication may receive full authorship attribution.
Evidence incorporated into an existing publication may be recognized as Contributed Case Evidence, Contributed Research, Contributed Practitioner Evidence, or another description appropriate to the contribution.
Where authorized, attribution may include the contributor's name, professional title, organization, and relevant professional profile.
Some valuable business evidence cannot be publicly attributed. When confidentiality is necessary, SAI may consider anonymized evidence when the underlying facts can be presented responsibly without materially diminishing their value.
CONTRIBUTION AND AUTHORSHIP ARE NOT THE SAME THING.
Contributing evidence to an existing publication does not automatically create co-authorship. Authorship, case contribution, research contribution, evidence contribution, and acknowledgment are recognized according to the contribution actually made.
SAI will not identify a contributor or disclose confidential organizational information without appropriate authorization.
A WHITE PAPER DOES NOT HAVE TO STOP LEARNING WHEN IT IS PUBLISHED.
A White Paper records what the evidence and analysis support at that point in time.
But evidence can grow.
New cases emerge. New research is published. Business conditions change. Practitioners encounter exceptions. Contributors identify questions the original paper did not consider.
When substantive new evidence warrants reconsideration, SAI may revise an existing White Paper to incorporate what has been learned.
Material revisions can preserve that intellectual history through version identification, revision dates, contributor attribution, and revision notes so readers can see how the paper has developed.
For example:
Originally Published: August 2026 · Revised: March 2027
Revision Note: This edition incorporates additional contributed operating evidence and expands the discussion of limitations and alternative interpretations.
Not every submission will change a publication.
Not every disagreement requires a revision.
But evidence capable of strengthening, qualifying, challenging, or extending an SAI proposition deserves serious consideration.
THE OBJECTIVE IS NOT TO PROTECT THE ORIGINAL CONCLUSION.
IT IS TO MAKE THE EXAMINATION BETTER.
WHAT CAN YOU WRITE ABOUT?
A contribution does not need to explain the entire Discipline.
A focused question is often more valuable.
Examples:
Why can the same business symptom have different underlying causes?
When does a sales problem stop being primarily a sales problem?
What does founder dependence look like before everyone recognizes it?
Why do technically sound improvement initiatives sometimes produce disappointing results?
How do constraints appear differently across industries or ownership structures?
What evidence should cause an advisor to reconsider an initial explanation?
What happens after a governing constraint is resolved?
How should leaders confirm that corrective action holds?
Where does existing research support—or challenge—a proposition within the Business Constraint Discipline™?
These are examples, not limits.
IF YOU HAVE SEEN SOMETHING THAT DESERVES CLOSER EXAMINATION, PROPOSE IT.
SUBMISSION STANDARDS
Guest contributions should generally be 600 to 2,500 words.
We prefer direct, substantive writing for serious business readers.
Where relevant, submissions should identify the research, data, published sources, or evidence supporting material claims.
Examples drawn from professional or operating experience must protect confidential information unless appropriate permission has been obtained.
All proposals and manuscripts are subject to SAI editorial review.
Submission, editorial discussion, or a request for revision does not constitute acceptance for publication.
SAI may request revisions for clarity, accuracy, terminology, evidence, originality, length, or editorial fit.
Publication occurs only after SAI confirms editorial acceptance and any applicable publication terms.
ONGOING CONTRIBUTOR RELATIONSHIPS
Contributors who establish a sustained record of substantive participation in the SAI Body of Knowledge may, at SAI's discretion, be invited to participate in the SAI Ambassador Program.
Ambassador participation recognizes an ongoing contributor relationship with the Institute and may include additional opportunities for publication, discussion, events, and engagement with the SAI community.
AMBASSADOR PARTICIPATION IS BY INVITATION. PUBLICATION ALONE DOES NOT CONFER AMBASSADOR STATUS.
HOW TO PROPOSE A CONTRIBUTION
THREE THINGS. ONE EMAIL.
Send the following to info@schneideraxiom.org:
1 — YOUR CONTRIBUTION
Tell us what you have—or what you would like to develop.
It might be an original White Paper, a documented business case, operating evidence, research, a professional observation, or evidence related to an SAI publication you have already read.
Briefly tell us what you observed, what question it raises, what proposition it may support or challenge, and why you believe it deserves closer examination.
YOU DO NOT NEED A FINISHED MANUSCRIPT TO HAVE SOMETHING WORTH CONTRIBUTING.
2 — YOUR BACKGROUND
A professional biography of approximately 75 words or fewer explaining the experience or expertise relevant to the proposed contribution.
3 — YOUR PROFESSIONAL PROFILE
A link to your faculty profile, institutional page, professional website, author page, or LinkedIn profile.
Optional: Include one or two links to previously published work.
A STRONG IDEA, A MEANINGFUL CASE, OR EVIDENCE WORTH EXAMINING IS ENOUGH TO BEGIN THE CONVERSATION.
[PROPOSE A CONTRIBUTION →]
WHAT HAVE YOU SEEN THAT OTHERS SHOULD UNDERSTAND?
You may have watched the same visible symptom arise from very different causes.
You may have seen a sound solution produce little improvement because another problem deserved attention first.
You may have evidence that supports an idea within the Business Constraint Discipline™.
Or evidence that challenges it.
THAT IS THE KIND OF CONTRIBUTION SAI WANTS TO CONSIDER.
BRING YOUR EXPERIENCE TO THE DISCIPLINE.
PRACTICE · OPERATING EXPERIENCE · RESEARCH · INDUSTRY KNOWLEDGE
[PROPOSE YOUR CONTRIBUTION →]
Contact us at... info@schneideraxiom.org