Evidence before expansion
Recommendations should be tied to workloads, constraints, and validation evidence, not general market momentum.
Trust
Practical guidance should be clear about evidence and limits.
The site is written as a founder-review draft for a service-led business. It avoids fabricated clients, certifications, guarantees, and maturity claims.
Boundaries are part of the deliverable
Every engagement should clarify what is known, what is assumed, what remains unverified, and what the work does not promise.
Vendor-neutral by default
The right answer may be local, hosted, hybrid, open-source, commercial, or no deployment yet.
Small first, then scale
A narrow pilot with clear acceptance criteria is more useful than a broad transformation program with weak proof.
Boundaries
What the site intentionally does not claim.
No fabricated proof
The site does not present fake clients, testimonials, ratings, certifications, staff counts, usage metrics, or completed integrations.
No automatic compliance claim
Security, privacy, and regulatory requirements require discovery, access modeling, and legal review before operational claims are made.
No guaranteed AI outcome
AI Integrator can define and verify behavior under agreed conditions. It cannot guarantee future model behavior or vendor reliability.
Separate free resource
OpenSourcesAI remains a separate discovery and education site.
AI Integrator may link to it as a research resource, but this site is the professional-services counterpart for paid implementation guidance.