I never came across this acronym: BLEIC: Boundary and Linear Equality/Inequality Constrained Optimization. I usually use “linearly constrained NLP”.
I saw this in: http://www.angoss.com/predictive-analytics-software/software/insightoptimizer/. Lots of PR language on this page and not much technical details. Seems like modeling by clicking on buttons.