On most of my detectors this could be say Whites,Tesoro and other brands that use AA for the most part the battery longevity these days is pretty amazing,so basically use top of the range Energizer alkaline batteries and always carry abundance of them in my detector case.
Dont tend to use rechargeable AA batteries on say the Vaquero that i use,although a normal Vaquero runs a single 9v battery,mine is the Laser Trident11 Extreme aimed at the UK market which uses the Tejon battery box hence 8x1.5v over the normal 9v,and that still lasts many outings,so still use alkaline batteries.
Then we get onto my a couple of Whites machines,the TDI Pro uses a 14.4 volt pack as usually Pulse machines suck power at a greater amount over normal VLF machines,i can run the TDI when fully charged all day long,but always carry a spare one in my truck just incase,they are not cheap batteries but should many many years if looked after.I do run a RNB battery pack in my Whites VLF machines ie DFX,MXT and IDX Pro as they use the same battery pack,this option you charge up and it just keeps going,longest run time with the RNB pack has been well over 50 hours in the IDX Pro and it still had some power left over,wish i could say the same about both my Nexus machines.
Then we get onto both of my Nexus machines the slightly older standard SE dual 9'' coil and the latest Nexus MP,the SE i can get just over a days use before the batteries finally fold,but that can run either alkaline or rechargeable ones,but the battery hungry beast is the MP,this runs 10 AA batteries and can run upto 16v so 10x1.5v alkaline batteries do work,but when running full power as the voltage to the coil can be increased by a massive amount over a normal VLF machine,you gain massive depths but at the mercy of caning the batteries,when using the detector for deep detecting on say pasture for relics/hoard hunting you can/could get through 2 sets of batteries in a day,so alkaline batteries are out because of the cost but Eneloop 2700mah one are certainly in,cannot praise these enough,superb battery run time,i will agree they are not cheap but in the long run they certainly are.Am lucky that that both Nexus machines have onboard chargers as well,so run a small inverter in the back of my truck so that i can top both machines if need too while having a couple of 'bacon rolls' and a cup of 'Darjeeling tea' at break time
Was lucky that within this last month a local large shop closed for a total refit,and right at the back of the store they had huge amounts of AA and AAA Energizer rechargeable batteries all market up wrong to get rid of the stock,i bought everyone of them,not my problem they got the price wrong,but a bargain like that could not be missed.
But for me Eneloops are my 1st choice as they do last a fair amount of time,then my 2nd favourite option is the Energizer ones,you can find higher capacity AA batteries on Ebay but these are often el-cheapo inferior copies and also far lower rating than what they are supposed too be,they may be cheaper but in the long run are not a wise option,buy cheap buy twice comes to mind.