Comparison · Updated
Compare LLM inference APIs in 2026
Rynler sells an AI inference API. These pages compare it with other ways to call large language models, and they follow rules you can check. If a page breaks one of them, tell us at contact@rynler.com and we will correct it with a dated note.
Our comparison rules
- We say who wrote it. Every page states that Rynler is the publisher and a competitor of the services it covers.
- Every competitor fact has an official source. We link to the provider's own documentation, pricing page or public API, with the date we read it. We do not copy figures from listicles or aggregators.
- No invented measurements. If we have not measured latency, quality or a real invoice, the page says so. Any future benchmark will ship with its scripts and raw data, including results where Rynler loses.
- We say what the other service does better. Each page states the competitors' real strengths and Rynler's limits, in plain words.
- No prices copied into static pages. Rynler prices are quotes that expire, so comparisons link to the live pricing page instead of freezing numbers. Published fees and policies are quoted with their date.
Comparisons
| Page | Question it answers |
|---|---|
| Rynler vs OpenRouter | Router with hundreds of models, or a smaller API priced below its reference on a few models? |
| OpenRouter alternatives | Which kinds of services replace OpenRouter, and what should you check before switching? |
| The real cost of an LLM API | Which fees, minimums, refund rules and discounts change the bill beyond the per-token price? |
| DeepSeek API alternatives | What to verify before moving a DeepSeek integration to another OpenAI-compatible API? |
How to choose, in one table
| If you need | Look first at |
|---|---|
| Hundreds of models, provider routing, bring-your-own-key | A router such as OpenRouter |
| One provider's newest models and features on day one | That provider's own API |
| Full control, your own keys, no intermediary | A self-hosted proxy such as LiteLLM |
| A low documented price on a specific model, prepaid with per-request cost reservations | Rynler, if that model is in the live catalogue |
Before you trust any comparison
Run your own prompts. Published prices, fees and catalogues change weekly, and no comparison page, including ours, replaces a test on your workload. Our token cost calculator is open source and runs in your browser; the quickstart shows a first Rynler request with the OpenAI SDK.
Rynler and API platforms
- Rynler vs OpenRouter: an honest API comparison for 2026
Rynler vs OpenRouter compared on API, catalogue, credit fees, refunds, routing and streaming, with sources and an honest verdict. Updated 2026.
- OpenRouter alternatives in 2026: routers, proxies and direct APIs compared
OpenRouter alternatives compared on platform fees, refunds, BYOK and routing: Requesty, Eden AI, Hugging Face, LiteLLM, direct APIs and Rynler.
- The real cost of an LLM API in 2026: fees, minimums, refunds and discounts
Purchase fees, minimum top-ups, credit expiry, refunds, cache and batch discounts for ten LLM APIs, from their own documentation.
- DeepSeek API alternatives: what to check before you switch (2026)
What DeepSeek's API gives you (caching, off-peak pricing, refunds), the alternatives, and a checklist before moving to another OpenAI-compatible API.
Model cost comparisons
Claude
- Claude Fable 5.1 vs Claude Opus 5.5 Cost: How to Compare Without Guessing
Claude Fable 5.1 vs Claude Opus 5.5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Opus 5 vs Claude Sonnet 4.6 Cost: How to Compare Without Guessing
Claude Opus 5 vs Claude Sonnet 4.6 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Opus 5 vs GPT-5.5 Cost: How to Compare Without Guessing
Claude Opus 5 vs GPT-5.5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Opus 5.5 vs Claude Opus 5 Cost: How to Compare Without Guessing
Claude Opus 5.5 vs Claude Opus 5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Opus 5.5 vs Gemini 3.1 Pro Cost: How to Compare Without Guessing
Claude Opus 5.5 vs Gemini 3.1 Pro cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Opus 5.5 vs GPT-5.5 Cost: How to Compare Without Guessing
Claude Opus 5.5 vs GPT-5.5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Sonnet 4.6 vs GPT-5.4 Mini Cost: How to Compare Without Guessing
Claude Sonnet 4.6 vs GPT-5.4 Mini cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Sonnet 5 vs Claude Sonnet 4.6 Cost: How to Compare Without Guessing
Claude Sonnet 5 vs Claude Sonnet 4.6 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Claude Sonnet 5 vs GPT-5.4 Cost: How to Compare Without Guessing
Claude Sonnet 5 vs GPT-5.4 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
GPT
- GPT-5.4 Mini vs Gemini 3.8 Flash Cost: How to Compare Without Guessing
GPT-5.4 Mini vs Gemini 3.8 Flash cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- GPT-5.4 Nano vs Gemini 3.5 Flash Lite Cost: How to Compare Without Guessing
GPT-5.4 Nano vs Gemini 3.5 Flash Lite cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- GPT-5.4 Pro vs Claude Opus 5.5 Cost: How to Compare Without Guessing
GPT-5.4 Pro vs Claude Opus 5.5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- GPT-5.5 Instant vs Gemini 3.8 Flash Cost: How to Compare Without Guessing
GPT-5.5 Instant vs Gemini 3.8 Flash cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- GPT-5.5 vs GPT-5.4 Cost: How to Compare Without Guessing
GPT-5.5 vs GPT-5.4 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- GPT-6 Sol vs GPT-5.5 Cost: How to Compare Without Guessing
GPT-6 Sol vs GPT-5.5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
Gemini
- Gemini 3.1 Pro vs GPT-5.5 Cost: How to Compare Without Guessing
Gemini 3.1 Pro vs GPT-5.5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Gemini 3.8 Flash vs Gemini 3.5 Flash Cost: How to Compare Without Guessing
Gemini 3.8 Flash vs Gemini 3.5 Flash cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
Other models
- DeepSeek V4 Flash vs Gemini 3.8 Flash Cost: How to Compare Without Guessing
DeepSeek V4 Flash vs Gemini 3.8 Flash cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- DeepSeek V4 Pro vs GPT-5.4 Cost: How to Compare Without Guessing
DeepSeek V4 Pro vs GPT-5.4 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- DeepSeek V4 Pro vs Qwen3.8 Max Cost: How to Compare Without Guessing
DeepSeek V4 Pro vs Qwen3.8 Max cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- GLM-5.3 vs DeepSeek V4 Flash Cost: How to Compare Without Guessing
GLM-5.3 vs DeepSeek V4 Flash cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Grok 4.6 vs GPT-5.5 Cost: How to Compare Without Guessing
Grok 4.6 vs GPT-5.5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Kimi K3 vs Claude Sonnet 5 Cost: How to Compare Without Guessing
Kimi K3 vs Claude Sonnet 5 cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- Mimo V2.6 Pro vs Gemini 3.5 Flash Cost: How to Compare Without Guessing
Mimo V2.6 Pro vs Gemini 3.5 Flash cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.
- MiniMax M3 vs Qwen3.8 Max Cost: How to Compare Without Guessing
MiniMax M3 vs Qwen3.8 Max cost compared by method: workload shape, output multipliers, context weight and live rates. No stale figures.