Yes, i had similar experience from Pokhara to beni, while I was hesitant to travel by bus.
There were taxis, standing by, who were waiting to be filled by another 3 passengers. We paid Rs. 600 each (4pax x 600rs) and we reached Beni within 2.5hrs.
And the panic started in Beni, then the ticket...