Save tokens. Save money. Same quality.

Reduce LLM token costs by up to 40%

Compress code and technical prompts before sending them to Claude, GPT-4, or any LLM. Your team saves money on every API call.

Original

# User authentication service
class UserAuthenticationService:
    def __init__(self, database_connection, configuration):
        self.database_connection = database_connection
        self.configuration = configuration
        self.current_user = None

    def authenticate_user(self, username_argument, password_argument):
        # Validate the authentication parameters
        user_object = self.database_connection.find_user(username_argument)
        if user_object is None:
            return False
        if user_object.password == password_argument:
            self.current_user = user_object
            return True
        return False

    def get_current_user_information(self):
        return self.current_user

728 chars·123 tokens

−12% tokens

Compressed

class UserAuthenticationService:
 def __init__(self, database_connection, cfg):
  self.database_connection = database_connection
  self.cfg = cfg
  self.current_user = None
 def authenticate_user(self, username_argument, password_argument):
  user_object = self.database_connection.find_user(username_argument)
  if user_object is None:
   return False
  if user_object.password == password_argument:
   self.current_user = user_object
   return True
  return False
 def get_current_user_information(self):
  return self.current_user

533 chars·108 tokens

Original tokens

123

Compressed tokens

108

Tokens saved

Cost saved (est.)

$0.0000