C# (Visual C# Interactive Compiler), 113111 bytes
s=>{var t=s;do{s=t;t="";for(int i=0;i<s.Length;)t+=(s[i]-48)*t+=s[i]%48*(s[i++]!=(s+0)[i]?1:2*++i/i);}while(t!=s);return t;}
HUGE credit to @ASCIIOnly for golfing ~30 ;) At first we were both posting updates simultaneously, but at some point he clearly went to town!
-2 thanks to @EmbodimentOfIgnorance!
Less golfed code...
// s is the input as a string
s=>{
// t is another string used
// to hold intermediate results
var t=s;
// the algorithm repeatedly
// processes s and saves the
// result to t
do{
// copy the last result to s
// and blank out t
s=t;
t="";
// iterate over s
for(int i=0;i<s.Length;)
// append either 1 or 2 times
// the current digit to t
t+=(s[i]-48)*t+=s[i]%48*
// compare the current digit
// to the next digit. to prevent
// an out-of-bounds exception,
// append a 0 to s which either
// gets ignored or collapses
// to 0
(s[i++]!=(s+0)[i]
// if they are different, then
// the multiplier is 1
?1
// if they are the same, then
// the multiplier is 2, and we
// have to increment i
:2*++i/i);
}
// continue this until the input
// and output are the same
while(t!=s);
return t;
}