AI does not certify LMD quality.
AI can help structure signals and risk; it does not certify material quality or final release.
No-hype boundary Engineering evidence Decision support only
No hype: what this site will not claim.
Manish Sharma Lab is useful only if the boundary stays visible. The site helps structure decisions; it does not turn signals into approval.
Monitoring does not replace inspection.
Process monitoring can support review; inspection, testing, and acceptance criteria close the loop.
Confidence is not approval.
A confident model output is not an engineering approval or safety-critical acceptance decision.
A repairability score is not repair approval.
Scores are screening signals. Repair approval requires material, geometry, service, inspection, and expert review.
RFQ structure is not commercial feasibility.
A clean RFQ helps review. Exafuse performs company-owned commercial and technical assessment.
Public proof context is not confidential case disclosure.
This site uses public context only and avoids employer/customer confidential information.
Exafuse performs company review.
Services, RFQs, capabilities, case studies, and company claims belong to Exafuse.