Public information is not a client engagement.
Effective August 27, 2026. These terms govern use of yakdata.com and its public materials.
FDE Production Reviews is sold in paid quarterly access periods. The current offer is $1,500 per quarter and includes two live review sessions each week, at least three substantive artifact reviews with written Production Review Records when the member brings reviewable sanitized work during the quarter. Members may attend either or both weekly sessions, subject to a 15-person live-session cap. The program supports up to 30 active memberships across the two weekly sessions; when capacity is reached, enrollment pauses until a seat opens or an additional weekly session is added. When more work is ready than can be reviewed live, members who have not recently had work reviewed receive priority, with fewer completed reviews in the current quarter favored over repeat reviews. A 14-day fit guarantee permits a full refund after attending up to two live sessions if requested within 14 days of purchase; access ends when the refund is issued. Production Reviews is group professional development and production scrutiny, not private consulting, staff augmentation, implementation, or a guarantee that reviewed work is approved. Renewal and payment terms shown at checkout govern the transaction.
Site purpose
YakData publishes information about Forward-Deployed AI Engineering, production AI, analytics, data systems, decision systems, and FDE Production Reviews. Public materials are general information and demonstrations.
No client relationship from website use
Viewing the site, submitting a form, exchanging preliminary messages, or participating in an introductory discussion does not create a client relationship, confidentiality obligation, or commitment to perform work. A client relationship begins only under a written agreement accepted by the parties and after required commercial start conditions are satisfied.
No professional or outcome guarantee
Website content does not constitute legal, tax, accounting, investment, medical, regulatory, or other licensed professional advice. Examples, estimates, architectures, scenarios, and analytical methods may not fit a particular organization. YakData does not guarantee financial returns, model accuracy, regulatory approval, security certification, or decisions made by site visitors or client personnel.
Intellectual property
Unless otherwise stated, the site design, text, diagrams, methods, videos, and other original materials are owned by Fast Data Secrets, LLC or used with permission. You may view and share public page links for ordinary business and educational use. You may not reproduce, republish, sell, scrape, clone, remove attribution from, or use substantial portions to create a competing product or service without written permission.
Acceptable use
You may not misuse the site, interfere with its operation, attempt unauthorized access, submit malicious code, impersonate another person, harvest contact information, or use the forms to send unlawful, abusive, deceptive, or confidential material.
Third-party services and links
The site may use or link to third-party hosting, form delivery, email, analytics, archives, publications, and other services. YakData does not control those services and is not responsible for their availability, content, security, or terms.
FDE Production Reviews
FDE Production Reviews is a paid quarterly review product for members who retain ownership of their own work. Current pricing, session frequency, capacity, fit guarantee, and review-record terms are stated on the Production Reviews page and at Stripe checkout. Production Review Records document the artifact, evidence, finding, decision, and next action from substantive reviews. Reviewed does not mean passed, approved, certified, or guaranteed production-ready.
Site availability and limitation
The site and public materials are provided as available. To the maximum extent permitted by applicable law, Fast Data Secrets, LLC disclaims implied warranties and is not liable for indirect, incidental, special, consequential, or punitive damages arising from use of public website content.
Changes and contact
These terms may be updated as the site and services change. Continued use after an update means the revised terms apply going forward. For questions, use the contact options shown on the site.