diff --git a/.gitignore b/.gitignore
index 88bc9d8..2ccae68 100644
--- a/.gitignore
+++ b/.gitignore
@@ -32,6 +32,7 @@
 /firegex-compose-tmp-file.yml
 /firegex.py
 /tests/benchmark.csv
+/tests/comparemark.csv
 # misc
 **/.DS_Store
 **/.env.local
diff --git a/tests/comparemark.py b/tests/comparemark.py
new file mode 100644
index 0000000..259c28d
--- /dev/null
+++ b/tests/comparemark.py
@@ -0,0 +1,227 @@
+#!/usr/bin/env python3
+from utils.colors import colors, puts, sep
+from utils.firegexapi import FiregexAPI
+from multiprocessing import Process
+from time import sleep
+import iperf3
+import csv
+import argparse
+import secrets
+
+parser = argparse.ArgumentParser()
+parser.add_argument("--address", "-a", type=str , required=False, help='Address of firegex backend', default="http://127.0.0.1:4444/")
+parser.add_argument("--port", "-P", type=int , required=False, help='Port of the Benchmark service', default=1337)
+parser.add_argument("--service-name", "-n", type=str , required=False, help='Name of the Benchmark service', default="Benchmark Service")
+parser.add_argument("--password", "-p", type=str, required=True, help='Firegex password')
+parser.add_argument("--duration", "-d", type=int, required=False, help='Duration of the Benchmark in seconds', default=5)
+parser.add_argument("--output-file", "-o", type=str, required=False, help='Output results csv file', default="comparemark.csv")
+parser.add_argument("--num-of-streams", "-s", type=int, required=False, help='Number of concurrent streams', default=1)
+parser.add_argument("--number-of-values", "-V", type=int, required=False, help='Number of values to generate', default=100)
+
+args = parser.parse_args()
+sep()
+puts("Benchmark for compare firegex features ", color=colors.cyan, end="")
+puts(f"{args.address}", color=colors.yellow)
+
+firegex = FiregexAPI(args.address)
+
+#Connect to Firegex
+if (firegex.login(args.password)):
+    puts("Sucessfully logged in ✔", color=colors.green)
+else:
+    puts("Benchmark Failed: Unknown response or wrong passowrd ✗", color=colors.red)
+    exit(1)
+
+def exit_test(code):
+    if service_id:
+        server.kill()
+        if(firegex.nfregex_delete_service(service_id)):
+            puts("Sucessfully deleted service ✔", color=colors.green)
+        else:
+            puts("Test Failed: Coulnd't delete serivce ✗", color=colors.red)
+            exit_test(1)        
+    exit(code)
+
+#Cleaning services
+srvs = firegex.nfregex_get_services()
+for ele in srvs:
+    if ele['name'] == args.service_name:
+        firegex.nfregex_delete_service(ele['service_id'])
+
+srvs = firegex.nfproxy_get_services()
+for ele in srvs:
+    if ele['name'] == args.service_name:
+        firegex.nfproxy_delete_service(ele['service_id'])
+
+#Create new Service
+service_id = firegex.nfregex_add_service(args.service_name, args.port, "tcp", "127.0.0.1/32")
+if service_id:
+    puts(f"Sucessfully created service {service_id} ✔", color=colors.green)
+else:
+    puts("Test Failed: Failed to create service ✗", color=colors.red)
+    exit(1)
+
+args.port = int(args.port)
+args.duration = int(args.duration)
+args.num_of_streams = int(args.num_of_streams)
+args.number_of_values = int(args.number_of_values)
+
+#Start iperf3
+def startServer():
+    server = iperf3.Server()
+    server.bind_address = '127.0.0.1'
+    server.port = args.port
+    server.verbose = False
+    while True:
+        server.run()
+
+global server
+server = Process(target=startServer)
+server.start()
+sleep(1)
+
+def getReading(port):
+    global server
+    attempt = 1
+    while True:
+        try:
+            client = iperf3.Client()
+            client.duration = args.duration
+            client.server_hostname = '127.0.0.1'
+            client.port = port
+            client.zerocopy = True
+            client.verbose = False
+            client.protocol = 'tcp'
+            client.num_streams = args.num_of_streams
+            return round(client.run().json['end']['sum_received']['bits_per_second']/8e+6 , 3)
+        except Exception as e:
+            if attempt >= 3:
+                raise e
+            else:
+                server.kill()
+                server = Process(target=startServer)
+                server.start()
+                sleep(1)
+                puts(f"Faild to run test on attempt: {attempt}, retrying...", color=colors.red)
+
+
+text_filter_key = secrets.token_hex(16)
+
+baseline_data = []
+
+for _ in range(args.number_of_values):
+    #Get baseline reading 
+    puts("Baseline without any filter: ", color=colors.blue, end='')
+    data = getReading(args.port)
+    baseline_data.append(data)
+    print(f"{data} MB/s")
+
+#Start nfregex service
+if firegex.nfregex_start_service(service_id):
+    puts(f"Sucessfully started service with id {service_id} ✔", color=colors.green)
+else:
+    puts("Benchmark Failed: Coulnd't start the service ✗", color=colors.red)
+    exit_test(1)
+
+#Get no regexes reading 
+no_regex_nfregex = []
+
+for _ in range(args.number_of_values):
+    #Get baseline reading 
+    puts("Baseline nfregex with no filter: ", color=colors.blue, end='')
+    data = getReading(args.port)
+    no_regex_nfregex.append(data)
+    print(f"{data} MB/s")
+
+if not firegex.nfregex_add_regex(service_id,text_filter_key,"B",active=True,is_case_sensitive=False): 
+    puts("Benchmark Failed: Couldn't add the regex ✗", color=colors.red)
+    exit_test(1)
+
+nfregex_test = []
+
+for _ in range(args.number_of_values):
+    #Get baseline reading 
+    puts("Baseline nfregex with 1 filter: ", color=colors.blue, end='')
+    data = getReading(args.port)
+    nfregex_test.append(data)
+    print(f"{data} MB/s")
+
+if(firegex.nfregex_delete_service(service_id)):
+    puts("Sucessfully deleted service ✔", color=colors.green)
+else:
+    puts("Test Failed: Coulnd't delete serivce ✗", color=colors.red)
+    exit_test(1)
+
+service_id = firegex.nfproxy_add_service(args.service_name, args.port, "http" , "127.0.0.1" )
+if service_id:
+    puts(f"Sucessfully created service {service_id} ✔", color=colors.green)
+else:
+    puts("Test Failed: Failed to create service ✗", color=colors.red)
+    exit(1)
+
+def exit_test(code):
+    if service_id:
+        server.stop()
+        if firegex.nfproxy_delete_service(service_id):
+            puts("Sucessfully deleted service ✔", color=colors.green)
+        else:
+            puts("Test Failed: Coulnd't delete serivce ✗", color=colors.red)   
+            exit(1)   
+    exit(code)
+    
+if(firegex.nfproxy_start_service(service_id)):
+    puts("Sucessfully started service ✔", color=colors.green)
+else:
+    puts("Test Failed: Failed to start service ✗", color=colors.red)
+    exit_test(1)
+
+#Get no filters
+no_nfproxy_filter = []
+
+for _ in range(args.number_of_values):
+    #Get baseline reading 
+    puts("Baseline nfregex with no filter: ", color=colors.blue, end='')
+    data = getReading(args.port)
+    no_nfproxy_filter.append(data)
+    print(f"{data} MB/s")
+
+BASE_FILTER = f"""
+from firegex.nfproxy.models import RawPacket
+from firegex.nfproxy import pyfilter, REJECT
+
+@pyfilter
+def verdict_test(packet:RawPacket):
+    if {repr(text_filter_key)} in packet.data:
+        return REJECT
+"""
+
+if firegex.nfproxy_set_code(service_id, BASE_FILTER): 
+    puts(f"Sucessfully added filter for {str(text_filter_key)} in REJECT mode ✔", color=colors.green)
+else:
+    puts(f"Test Failed: Couldn't add the filter {str(text_filter_key)} ✗", color=colors.red)
+    exit_test(1)
+
+nfproxy_test = []
+
+for _ in range(args.number_of_values):
+    #Get baseline reading 
+    puts("Baseline nfproxy with 1 filter: ", color=colors.blue, end='')
+    data = getReading(args.port)
+    nfproxy_test.append(data)
+    print(f"{data} MB/s")
+
+if(firegex.nfproxy_delete_service(service_id)):
+    puts("Sucessfully deleted service ✔", color=colors.green)
+else:
+    puts("Test Failed: Coulnd't delete serivce ✗", color=colors.red)
+    exit_test(1)
+
+with open(args.output_file,'w') as f:
+    writer = csv.writer(f)
+    writer.writerow(["Baseline","No NFRegex","NFRegex test","No NFProxy","NFProxy test"])
+    for data in zip(baseline_data,no_regex_nfregex,nfregex_test,no_nfproxy_filter,nfproxy_test):
+        writer.writerow(data)
+
+puts(f"Sucessfully written results to {args.output_file} ✔", color=colors.magenta)
+
+server.terminate()
diff --git a/tests/results/comparemark_1T.csv b/tests/results/comparemark_1T.csv
new file mode 100644
index 0000000..fbc9721
--- /dev/null
+++ b/tests/results/comparemark_1T.csv
@@ -0,0 +1,101 @@
+Baseline,No NFRegex,NFRegex test,No NFProxy,NFProxy test
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diff --git a/tests/results/comparemark_8T.csv b/tests/results/comparemark_8T.csv
new file mode 100644
index 0000000..67709c4
--- /dev/null
+++ b/tests/results/comparemark_8T.csv
@@ -0,0 +1,101 @@
+Baseline,No NFRegex,NFRegex test,No NFProxy,NFProxy test
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+78278.258,3428.837,3916.885,302.304,247.577
+78928.194,3399.923,3826.319,312.149,259.928
+79125.362,3370.74,3683.865,305.887,260.047
+78079.743,3393.67,3615.402,279.919,235.796
+78278.656,3351.376,3351.466,299.925,273.069
+78260.282,3404.873,3394.362,295.447,241.677
+78821.77,3520.697,3575.348,280.468,240.324
+77991.981,3372.504,3274.764,310.425,242.719
+78586.978,3408.246,3696.578,289.962,225.991
+78885.946,3588.335,3127.125,304.318,230.989
+77935.164,3342.819,3185.714,302.692,227.837
+78468.744,4094.828,3199.352,302.191,237.358
+77853.086,3460.435,3743.672,293.124,234.734
+78376.452,3585.199,3395.543,303.307,230.797
+78056.037,3446.037,3514.161,144.436,250.035
+76966.546,3340.455,3788.475,304.016,238.665
+72905.353,3633.641,3809.559,270.187,252.518
+78095.119,3666.076,3668.808,287.138,232.618
diff --git a/tests/run_tests.sh b/tests/run_tests.sh
index 48ee293..be769a7 100755
--- a/tests/run_tests.sh
+++ b/tests/run_tests.sh
@@ -36,9 +36,5 @@ python3 nfproxy_test.py -p $PASSWORD || ERROR=1
 echo "Running Netfilter Proxy ipv6"
 python3 nfproxy_test.py -p $PASSWORD -6 || ERROR=1
 
-if [[ "$ERROR" == "0" ]] then
-	python3 benchmark.py -p $PASSWORD -r 5 -d 1 -s 10 || ERROR=1
-fi
-
 exit $ERROR