It's highly adulterated, just like many other supplements, but more so because of the price.
It's actually pretty cheap as a supplement. Needs to be a standardized extract from a reputable manufacturer.
Standardization will typically include either:
1. Crocin, Picrocrocin and Crocetin
2. Safranal
Or a combination of all of these.
Dose 20-50mg depending on the extract.
If you opt for saffron threads, then again, make sure you get them from a good source.