Ranking September 2026
Model Inference Routing Ranking

The RankmyAI Model Inference Routing Ranking presents the top 25 AI tools from our Overall ranking focusing on model inference routing.

 

Free AI model routers give application and platform teams a unified way to access inference models across providers or endpoints. They select where to send requests based on task suitability, cost, latency, quality, availability, or fallback rules. This lets applications switch models or providers without rewriting integrations. The tools suit teams that need one LLM API for multiple models.

Common uses include accessing models from multiple providers through one inference API, selecting a model for a request based on task suitability or quality, LLM routing according to cost or latency, and failing over when an endpoint is unavailable. When choosing, compare how each LLM gateway handles model selection, fallback rules, and the factors you can configure. Check whether the service can route LLM requests across providers without rewriting integrations.

Top 25 out of
47
1
Blueprint
Merge offers a single platform for integrating HR, payroll, accounting, ticketing, CRM, and ATS systems via a unified API. It simplifies data synchronization and management, aligning with industry security standards to ensure robust data protection.
freemium
United States
2
OmniRoute
OmniRoute provides a free, self-hosted AI gateway that routes requests across multiple providers through a single OpenAI-compatible endpoint with automatic fallback. It also offers quota-aware routing, token compression, MCP and A2A servers, semantic caching, and a local dashboard.
N/A
freemium
Unknown
3
Cheaper Inference
Cheaper Inference provides an AI inference marketplace that resells discounted model capacity from providers like OpenAI, Anthropic, and Google through a single OpenAI-compatible API. It also offers dedicated NVIDIA GPU rentals, a live model catalog with pricing history, and zero-data-retention options.
N/A
paid
United States
4
Orcarouter
OrcaRouter provides an OpenAI-compatible AI gateway that routes prompts across 200+ models through a single endpoint, grading prompts in under 1 ms. It also offers adaptive routing, automatic failover, prompt caching, request logs, guardrails, an agent firewall, compliance packs, and OrcaCyber security models for vulnerability research and code scanning.
N/A
freemium
Japan
5
Wiro AI
Wiro AI offers cloud-based machine learning integration, enabling developers to easily deploy AI models across platforms with scalable APIs and competitive pricing.
-1
unknown
Turkey
Agent Inference Routing
6
liteLLM
LiteLLM is an AI gateway that centralizes access to over 1,800 models from 140+ providers through one API. It offers observability, routing, governance, and spend control, enabling platform teams to manage keys, budgets, and model selection without code changes.
-4
unknown
Unknown
Multi-Provider LLM Gateways
7
9Router
9Router provides an OpenAI-compatible AI gateway that connects CLI and IDE coding tools to over 60 AI providers through a single local endpoint. It also offers smart 3-tier fallback, real-time quota tracking, format translation, multi-account support, and built-in token-saving features that reduce usage by 20-65%.
N/A
free
Unknown
8
EvoLink
Evolink is a multi-model platform for AI-generated image and video creation. Users can generate, compare, and refine outputs in one dashboard or automate production via a single API. It supports batch generation, prompt iteration, output history, and cost tracking for efficient media workflows.
-5
paid
Hong Kong
Multi-Provider LLM Gateways
9
Zenmux
ZenMux provides an AI model gateway that gives one account and one API for accessing models from providers such as OpenAI, Anthropic, and Google. It also offers multi-provider failover, model auto-routing, usage analytics, and a compensation mechanism for hallucinated outputs or poor performance.
N/A
paid
Singapore
10
UnoRouter
UnoRouter provides an OpenAI-compatible AI model API aggregator that routes requests to over 247 models from multiple providers through a single API key. It also offers a built-in browser-based character chat client with personas and lorebooks.
N/A
freemium
Germany
11
Requesty
Requesty offers an AI infrastructure platform that optimizes routing, load balancing, and failover for AI applications, ensuring high uptime and cost efficiency.
-6
paid
United Kingdom
AI Gateway & Traffic Management
12
Respan
Respan provides an LLM engineering platform that combines a unified API gateway to over 1,000 models with observability, automated evaluations, and prompt optimization. It also offers tracing, scoring, and monitoring of cost, latency, errors, and tokens with alerts.
N/A
freemium
United States
13
LLM Gateway
LLM Gateway provides an open-source, OpenAI-compatible API gateway that routes requests to over 250 models across 40+ providers through a single endpoint and API key. It also offers per-request cost tracking, response caching, automatic failover, and usage analytics.
N/A
freemium
United States
14
Qingcheng Jizhi
Qingcheng Jizhi provides AI infrastructure solutions, including the Chitu inference engine for cost-effective large model deployment on domestic hardware, the AI Ping platform for model evaluation and API access, and the Bagualu toolkit for training and inference acceleration.
-7
unknown
China
15
haimaker
haimaker.ai provides an OpenAI-compatible AI API gateway giving access to 300+ models from 29 providers through a single endpoint. It also offers dedicated endpoints, batch inference, GPU instances, and sovereign AI deployments with in-country data residency.
N/A
freemium
United States
16
Eachlabs
Eachlabs offers a unified API to access over 150 AI models and workflow templates, enabling rapid development of scalable AI applications for consumer apps.
-10
paid
United States
17
AI Gateway
ngrok.ai provides an AI Gateway that routes requests to hosted AI providers and self-hosted or local models through a single OpenAI-compatible endpoint. It also offers centralized key management, scoped access control per app or developer, automatic failover and retries, and observability of tokens, latency, and errors across providers.
N/A
paid
United States
18
Routeway
Routeway provides a unified, OpenAI-compatible API gateway that gives developers access to over 280 AI models through a single API key and endpoint. It also offers a free tier with 200 requests per day and paid subscription plans.
N/A
freemium
Unknown
19
Opper AI
Opper provides a task completion API for AI, enabling reliable deployment of AI assistants and agents. It integrates with over 100 models, offering centralized billing, custom models, and complete observability.
-11
freemium
Sweden
Multi-Provider LLM Gateways
20
Agentgateway
Agentgateway provides an open source HTTP and gRPC gateway that manages traditional application traffic and AI-native protocols in a single data plane. It also routes, secures, and observes service traffic, LLM provider traffic, MCP tools, and agent-to-agent communication with features like an OpenAI-compatible LLM gateway and token controls.
N/A
unknown
Unknown
21
Agent Router
Tetrate provides AI gateways and application networking software for enterprises and service providers. Its Agent Router product routes AI traffic to models, attributes token spend by team and agent, enforces token budgets and guardrails, and governs agent access to tools through an MCP gateway.
N/A
unknown
United States
22
Megallm
MegaLLM provides a unified API gateway that routes requests to over 70 third-party large language models through a single OpenAI-compatible endpoint. Its Waypoint routing engine selects providers based on cost, speed, and reliability, with automatic failover and unified billing.
N/A
paid
India
23
Dahl Inference
Dahl Inference provides an OpenAI-compatible AI inference API and browser chat service that routes requests to open models through a decentralized GPU network. It also offers prepaid usage-based pricing, model listing and switching via a standard chat completions endpoint, and API key and account management.
N/A
paid
Estonia
24
AI Stupid Level
AI Stupid Level benchmarks 24 frontier AI models from 6 providers on coding, reasoning, and tool-use tasks, publishing leaderboards, cost-per-correct-result data, and drift detection alerts. It also offers a Smart Router, an OpenAI-compatible endpoint that routes requests to the best model for each task using the user's own provider keys.
N/A
freemium
Romania
25
CLōD
CLōD is a unified interface for accessible LLMs, offering cheaper premium models, more free LLMs, and more free requests per day. It provides up to 60% discount on premium LLMs, 25+ free LLMs, and integration readiness with OpenClaw, n8n, and Make.
-16
unknown
Canada
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Common use cases & Sub-categories

Some of the common use cases of the tools in the RankmyAI Model Inference Routing Ranking are accessing models from multiple providers through one inference API, selecting a model for a request based on task suitability or quality requirements, routing requests according to cost or latency requirements, and failing over to another model or provider when an endpoint is unavailable or unsuitable.

Within the RankmyAI Model Inference Routing Ranking, RankmyAI has defined two sub-categories.

Multi-Provider LLM Gateways give one access point to route requests across providers, with failover, access control, spend governance. Agent Inference Routing handles routing, orchestration, model inference, tool calls, backend execution for AI agents and multi-agent workflows.


Frequently asked questions

It gives application and platform teams a unified way to access inference models across providers or endpoints. It selects where to send requests based on factors such as task suitability, cost, latency, quality, availability, or configured fallback rules, and can let applications switch models without rewriting integrations.

Model inference routing can choose among models or providers, not just distribute requests among equivalent endpoints. AI load balancing focuses on distributing requests solely among equivalent endpoints for health, capacity, or resilience. If you only need to spread traffic across identical endpoints, load balancing is the relevant category.

Compare how each option handles model selection, fallback rules, and the factors you can configure, such as task suitability, cost, latency, quality, or availability. Also check whether it provides a unified API or gateway that lets applications switch models or providers without rewriting integrations.

No. This category covers model access and request-level routing, not training, fine-tuning, or developing models. It also does not cover deploying and scaling a model as an inference service without meaningful multi-model access or routing; that belongs under Model Deployment. Application development or agent orchestration that uses models but lacks a gateway or routing capability is also outside this category.

Disclaimer

The RankmyAI Model Inference Routing Ranking is derived from our Overall ranking, which measures the popularity of AI tools based on three key metrics: website traffic, reviews, and investments. The Overall ranking is calculated as the weighted average of the individual rankings for each of these metrics (for more details, see our Methodology page).

Not all AI tools in this ranking are exclusively focused on model inference routing, as AI tools and companies often provide multiple services beyond this specific application. This ranking does not assess or indicate the quality, effectiveness, or reliability of the listed AI tools. It is solely based on popularity metrics and should not be interpreted as an endorsement or evaluation of their performance.

You are free to use and distribute our ranking, provided that RankmyAI is properly cited as the source (see our Copyright page).

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