Runtimes would be VERY short indeed, something in the range of 10 seconds. Also, the discharge curve will not give you anything resembling flat until you get to 0v.
If they are low-ESR type, you could use one or two in parallel with a battery pack. That would help the battery with the surges and help to average out power dips.