Herein we report on the generation of hairy root lines of P. scaberrima able to produce hernandulcin (HE), a non‐caloric sweetener with nutraceutical properties. From ten different lines analyzed, three synthesized up to 100 mg·L‐1 HE under the batch culture conditions standardized in this investigation. Adding elicitors (salicylic acid, chitin, Glucanex, polyethylene glycol) and biosynthetic precursors (farnesol and (+)‐epi‐alpha‐bisabolol) significantly altered HE accumulation. Chitin and Glucanex enhanced HE production from 130 to 160 mg·L‐1, whereas farnesol and (+)‐epi‐alpha‐bisabolol from 165 to 200 mg·L‐1 without dependence on biomass accumulation. Improved batch cultures containing liquid Murashige & Skoog medium (MS; pH 7), added with 4 % sucrose, 0.5 mg·L‐1 naphthaleneacetic acid, 100 mg·L‐1 Glucanex, 150 mg·L‐1 chitin, 250 mg·L‐1 farnesol, and 150 mg·L‐1 (+)‐epi‐alpha‐bisabolol at 25 °C (12h light/12h darkness), triggered HE accumulation to 250 mg·L‐1 in 25 days. The efficiency of each recombinant line is discussed.