What AI says about Portkey AI
Since Jul 5Updated Nov 1, 2026Based on 41,745 AI responses
Reviewed by Dimitry Apollonsky
AI summary
Portkey is a production-stack platform that provides infrastructure, tools, and workflows to develop, deploy, and operate models and agents at scale.
Mentioned in
3%
of AI answers about Portkey AI and its rivals
- ChatGPT2%
- Google AI Mode4%
Markets where AI mentions Portkey AI
Market# · Mentioned in
All markets3%
- LLM API Gateway PlatformsAI picks LiteLLM and 2 more about as often#1 · 93%
- LLM Security and Governance PlatformsAI picks Presidio most#7 · 11%
- LLM Observability & Tracing PlatformsAI picks Langfuse most#13 · 5%
- Prompt Management & Evaluation PlatformsAI picks Langfuse most#15 · 5%
- Model Serving and Deployment PlatformsAI picks Amazon SageMaker most#17 · 11%
- Cloud-Native API & Networking PlatformsAI picks Tyk and 2 more about as often#23 · 5%
- LLM Output Monitoring PlatformsAI picks Arize Phoenix and 1 more about as often#26 · 4%
- LLM Firewall and Guardrail PlatformsAI picks Lakera Guard and 1 more about as often#38 · 3%
- Subscription and Usage-Based Billing PlatformsAI picks Stripe and 2 more about as often#45 · 1%
- LLM Fine-Tuning and Hosting PlatformsAI picks Ollama and 1 more about as often#56 · 1%
- Grounded Customer Support ChatbotsAI picks Intercom most#58 · 1%
- LLM Observability and Evaluation PlatformsAI picks LangSmith and 1 more about as often#65 · <1%
Topics where AI mentions Portkey AI
TopicMentioned in · on this topicRank
- Production prompt A/B testing platform
- Prompt version control
- Model A/B testing and canary deployment platform
- PII redaction for LLM pipelines
- API key management service
- Generative AI policy generators with granular role controls
- Chatbot output guardrails
- RAG evaluation
- API gateways
- Production-grade NLP inference API platform
- Prompt injection detection and input sanitization
- Conversational AI chatbot development
- LLM integration into existing applications
- API monetization
- Self-hosted open-source LLM management platform
- Cloud cost optimization
- Managed embedding APIs
- AI picks mostMentioned in
- We need observability for multi-model routing and fallback behavior. What vendors should we compare?on this questionAI picks Portkey AI most100%
Excerpts where Portkey AI appeared in the AI's answer
- What's the best LLM gateway for routing requests across providers with fallback?on this questionAI picks OpenRouter most100%
- What platforms help engineering teams build and maintain internal LLM gateways?on this questionAI picks LiteLLM most98%
Excerpts where Portkey AI appeared in the AI's answer
Google AI ModeSep 21, 2026, Google AI Mode Portkey AI Gateway — A lightweight, production-ready, and open-source gateway
- My goal is to get a cost breakdown of my LLM application by feature or by user. What's the best cost management platform for AI?on this questionAI picks Helicone most75%
- I am planning to optimize our token usage costs. Who offers LLM caching and semantic caching tools?on this questionAI picks GPTCache most61%
Excerpts where Portkey AI appeared in the AI's answer
Google AI ModeAug 31, 2026, Google AI Mode Portkey AI Gateway : Offers both simple (exact-match) and semantic caching built directly into its orchestration layer.
Google AI ModeJul 18, 2026, Google AI Mode Portkey AI Gateway: Offers semantic caching out of the box for production applications to cut API spend.
- We are spending too much on tokens for simple queries. Who offers "semantic routing" to send simple queries to smaller, cheaper models?on this questionAI picks vLLM most60%
Excerpts where Portkey AI appeared in the AI's answer
Google AI ModeSep 1, 2026, Google AI Mode Portkey AI Gateway : A comprehensive production control panel and LLM gateway that features built-in adaptive routing, semantic caching, and fallbacks.
How prominently AI mentions Portkey AI
- Named first10%
- 2nd or 3rd33%
- Later57%
Insights for Portkey AI
Gap between platforms: The platform gap for Portkey AI in LLM Security and Governance Platforms narrowed to 8 points, Google AI Mode ahead
Google AI ModeGoogle AI Mode16%ChatGPTChatGPT8%
How AI rates Portkey AI
Common descriptions
semantic caching · production-grade · enterprise-grade · production-ready · ai gateway · real-time
Tone of AI’s statements about Portkey AI
- Positive56%
- Neutral44%
- Mixed<1%
- Negative<1%
Portkey AI in AI answers
Question: I need a dashboard to monitor "token burn rate" across all my internal AI apps.
Google AI ModeOct 23, 2026
Portkey AI: A production AI gateway that provides unified real-time dashboards for tracking tokens per minute (TPM), spend limits, and error rates across multiple providers (OpenAI, Anthropic, etc.).
Question: We need observability for multi-model routing and fallback behavior. What vendors should we compare?
ChatGPTJul 5, 2026
Portkey AI Gateway — enterprise gateway emphasizing routing policies, guardrails, caching, and observability.
Question: We want to let teams build AI workflows while enforcing data boundaries and human approvals. What products solve that?
Google AI ModeSep 27, 2026
Portkey AI : An enterprise LLM gateway that provides virtual keys, role-based access control (RBAC) for teams, semantic caching, and real-time guardrails
Sources AI cites
- Your site33%
- Production Stack for Gen AI Builders|Portkey (opens in a new tab) · 10%Lists Portkey AI
- AI Gateway - Portkey Docs (opens in a new tab) · 2%
- Best AI Gateway Solutions (opens in a new tab) · 2%Leaves Portkey AI out
- Create, version and deploy prompts|Portkey (opens in a new tab) · 1%
- Fallbacks - Portkey Docs (opens in a new tab) · 1%
- Portkey documentation (opens in a new tab) · 1%
- Prompt Engineering Studio - Portkey Docs (opens in a new tab) · 1%
- AI Cost Observability: A Practical Guide to Understanding and Managing LLM Spend (opens in a new tab) · 1%Lists Portkey AI
- Semantic Cache for Large Language Models (opens in a new tab) · 1%
- Best AI Gateway Solutions (opens in a new tab) · 1%Leaves Portkey AI out
- Lists Portkey AI on 3 of 3 pages8%
- PII Redaction - Portkey Docs (opens in a new tab) · 2%
- Tracking LLM Costs Per User with Portkey - Portkey (Prisma AIRS AI Gateway) Docs (opens in a new tab) · 1%Lists Portkey AI
- Cache (Simple & Semantic) - Portkey (Prisma AIRS AI Gateway) Docs (opens in a new tab) · 1%
- Model Pricing and Cost Management - Portkey (Prisma AIRS AI Gateway) Docs (opens in a new tab) · 1%Lists Portkey AI
- Prompt API - Portkey (Prisma AIRS AI Gateway) Docs (opens in a new tab) · 1%
- A/B Test Prompts and Models - Portkey (Prisma AIRS AI Gateway) Docs (opens in a new tab) · <1%Lists Portkey AI
- Guardrails - Portkey Docs (opens in a new tab) · <1%
- Cache (Simple & Semantic) - Portkey Docs (opens in a new tab) · <1%
- Update Prompt Version - Portkey Docs (opens in a new tab) · <1%
- Building an LLM-as-a-Judge System for AI (Customer Support ... (opens in a new tab) · <1%
- Lists Portkey AI on 5 of 6 pages4%
- 10 Best LLM Observability Tools in 2026 (opens in a new tab) · 1%Lists Portkey AI
- LLM Cost Tracking Solution: Observability, Governance & Optimization (opens in a new tab) · <1%Lists Portkey AI
- AI Gateway Series #4 — Semantic Caching & Performance (opens in a new tab) · <1%
- Best AI Gateways for LLM Inference Optimization in 2026 (opens in a new tab) · <1%Lists Portkey AI
- 10 Best AI Observability Platforms for LLMs in 2026 (opens in a new tab) · <1%Leaves Portkey AI out
- Bifrost vs Portkey: AI Gateway Comparison (2026) (opens in a new tab) · <1%
- Langfuse vs Portkey – Key Differences & Features (opens in a new tab) · <1%Lists Portkey AI
- LLM Benchmarking for Enterprise Production: How to Evaluate Models for Your Actual Use Case (opens in a new tab) · <1%
- OpenRouter vs Portkey: Pricing and Enterprise Fit (2026) (opens in a new tab) · <1%
- Understanding Portkey AI Gateway Pricing For 2026 (opens in a new tab) · <1%Lists Portkey AI
- Lists Portkey AI on 1 of 1 page2%
- 9 Best LLM Observability Tools for Production AI Agents (opens in a new tab) · 2%Lists Portkey AI
- Lists Portkey AI on 1 of 1 page2%
- The Best LLM Routing Platforms in 2026 🚀 (opens in a new tab) · <1%
- 06: Top 18 LLM Observability Tools to Monitor & Evaluate AI Agents (2026 Guide) (opens in a new tab) · <1%Lists Portkey AI
- Stop Overpaying for LLMs: One API, Every Provider, ... (opens in a new tab) · <1%
- Ultimate Guide to AI Agent Observability and Production ... (opens in a new tab) · <1%
- How to Solve the Biggest Problem with AI (opens in a new tab) · <1%
- Semantic Caching Explained: Reduce AI API Costs with Redis (opens in a new tab) · <1%
- What is an LLM Gateway? (And Why You Need One for Production AI) - YouTube (opens in a new tab) · <1%
- What is an LLM Gateway? (And Why You Need One ... (opens in a new tab) · <1%
- - YouTube (opens in a new tab) · <1%
- Cut Your LLM Costs and Latency up to 86% with Semantic ... (opens in a new tab) · <1%
- Lists Portkey AI on 3 of 3 pages2%
- AI gateway comparison: the 6 best ranked (2026) - Articles - Braintrust (opens in a new tab) · 1%Lists Portkey AI
- 6 best LLM gateways for developers in 2026 - Articles - Braintrust (opens in a new tab) · <1%
- 7 best unified LLM API providers in 2026 - Articles - Braintrust (opens in a new tab) · <1%Lists Portkey AI
- 4 best LLM gateways for observability: tracing, cost attribution, and debuggability - Articles - Braintrust (opens in a new tab) · <1%Lists Portkey AI
- Best LLM routers and model routing platforms in 2026 - Articles - Braintrust (opens in a new tab) · <1%
- 2%
- Best AI Guardrails Platforms in 2026 - Maxim AI (opens in a new tab) · <1%
- 5 Best Tools for Prompt Versioning - Maxim AI (opens in a new tab) · <1%
- Best Enterprise LLM Gateway to Track LLM Costs (opens in a new tab) · <1%
- Top 5 AI Gateways for LLM Budget Tracking and Spend Alerts in Production (opens in a new tab) · <1%
- Top 5 AI Gateways for Scaling and Managing Your LLM Apps (opens in a new tab) · <1%
- Top 5 LLM Gateways in 2026: A Production-Ready Comparison (opens in a new tab) · <1%
- Top 5 LLM observability platforms in 2026 (opens in a new tab) · <1%
- 2%
- How do you track your LLMs usage and cost (opens in a new tab) · <1%
- LLM Gateway Comparison 2025 - what I learned testing 5 options in production (opens in a new tab) · <1%
- Best LLM gateway? (opens in a new tab) · <1%
- Is Model Routing the secret to slashing LLM costs ... - Reddit (opens in a new tab) · <1%
- [Resource] AI Guardrails: Open-source middleware to add PII Redaction & Injection Defense to local LLMs (opens in a new tab) · <1%
- Building an Open Source Edge Semantic Cache for LLMs in ... (opens in a new tab) · <1%
- How do you track your LLM/API costs per user? (opens in a new tab) · <1%
- 2%
- GitHub - Portkey-AI/gateway: A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API. · GitHub (opens in a new tab) · 1%
- Feature Request: User-Configurable Multi-Model Routing with Capability Categories and Evaluation Feedback · Issue #157 · NousResearch/hermes-agent (opens in a new tab) · <1%
- Feature Request: Configurable fallback model notifications · Issue #22806 · openclaw/openclaw (opens in a new tab) · <1%
- portkey-cookbook/ai-gateway/prevent-unnecessary-llm-requests-with-the-portkey-cache.md at main · Portkey-AI/portkey-cookbook · GitHub (opens in a new tab) · <1%
- Leaves Portkey AI out1%
