AI model usage and spend tracking

Portkey AI holds a clear lead for tracking model usage and spend across providers. None of the specific questions have a single standout choice, leaving broader platform decisions split across multiple tools.

#BrandHow often mentioned

1Portkey AIOften

monitoring provider spend and routing traffic across multi-model setups

2LiteLLMOften

tracking proxy spend and unifying multiple model provider interfaces

3Kong AI GatewayOften

enforcing AI-specific traffic policies, no-code plugins, and multi-provider layers

4LangfuseOften

observability and detailed token spend tracking for model calls

5Azure API ManagementRarely

enterprise gateway controls, token limits, and usage analytics

6Helicone

7Datadog

10Datadog LLM Observability, a product of Datadog

66Datadog Cloud Cost Management, a product of Datadog

65Cloudflare

8Cloudflare AI Gateway, a product of Cloudflare

107Cloudflare Workers, a product of Cloudflare

9Google Cloud Apigee

11Prometheus

12OpenAI

90OpenAI API, a product of OpenAI

94OpenAI Usage Dashboard, a product of OpenAI

39AWS

13Amazon Bedrock, a product of AWS

29Amazon API Gateway, a product of AWS

45Amazon Simple Queue Service (SQS), a product of AWS

60Amazon SageMaker, a product of AWS

61Amazon CloudWatch, a product of AWS

14Bifrost by Maxim AI

27Redis

15Redis Enterprise Cloud, a product of Redis

16PostgreSQL

17ClickHouse

18Kong

43Kong Gateway, a product of Kong

51Kong Konnect, a product of Kong

67Kong Developer, a product of Kong

78KKong AI Cost Management, a product of Kong

19PPRISMA AIRS AI Gateway

20Envoy Proxy

23Envoy AI Gateway, a product of Envoy Proxy

73Envoy Gateway, a product of Envoy Proxy

21Apache Kafka

22Vantage

24Arize AI

32Arize Phoenix, a product of Arize AI

25CloudZero

75Google

26Gemini, a product of Google

28Tyk

102Tyk AI Studio, a product of Tyk

103Tyk Gateway, a product of Tyk

30Braintrust

31LangSmith

33RabbitMQ

34Timescale

35TrueFoundry

36New Relic

37Anthropic

38Apache APISIX

59APISIX AI Gateway, a product of Apache APISIX

40Finout

41Maxim AI

49Grafana

42Grafana Cloud, a product of Grafana

76Grafana OSS, a product of Grafana

101Traefik

44Traefik Hub, a product of Traefik

46Microsoft Azure

47Google Cloud Gemini Enterprise Agent Platform

48tiktoken

50Gravitee.io

52Laminar

53Azure Monitor Application Insights

54Microsoft Azure API Management AI Gateway

55nOps

97Solo.io

56Gloo Gateway, a product of Solo.io

98Agent Gateway, a product of Solo.io

57WSO2

58Amnic AI

62Azure Monitor

63Azure OpenAI Service

64Apigee AI Gateway

68Google Cloud API Gateway

69DeltaLLM

71Dynatrace

70DDynatrace AI Monitoring, a product of Dynatrace

72Apache Flink

74GGemini for BigQuery

77Istio

79Kuadrant

80Azure Log Analytics

81Meta AI

82LLM Gateway

83Pydantic Logfire

84Mavvrik

85MMaxim

86Memcached

87Mistral

88Nginx

89Node.js

91OpenMeter

92OpenTelemetry

93OpsLyft

95RRedis Cell

96Revenium

99Splunk

100TTokenRateLimitPolicy

104UUnity Gateway

105Vercel

106Vercel AI Gateway, a product of Vercel

108Zuplo

See 103 more brands

• Portkey AIChatGPT Search55%Google AI Mode62%

• What tools for cloud-native API platforms provide observability for AI models and help manage associated spend?

• I need to track AI token usage for my API traffic. What tools help manage rate limits and long-term quotas for multiple consumers?

• How can I track token usage across different API consumers to manage rate bursts and set long-term quotas?

• We are unable to trace which API consumer is causing traffic spikes. Who offers API gateways with detailed rate limiting and analytics?

  Answers compare several gateways for isolating traffic spikes, pointing to rate limiting and per-consumer analytics without favoring a single platform.

• Best API gateway for rate limits, auth, and monetization?