Adola
OpenAI-compatible API for GPT-OSS, Qwen, Llama and DeepSeek with per-request cost receipts
0About Adola
Adola is an OpenAI-compatible gateway for open-weight models, aimed at teams who want to run GPT-OSS, Qwen, Llama or DeepSeek without swapping out the client library they already ship. You keep your existing OpenAI client, change the model ID per request, and get streaming responses plus a per-request cost receipt back. The pitch that distinguishes it from a general router is explicitness: Adola runs the exact model you asked for or returns a clear error, never silently substituting a cheaper or differently-quantised variant when capacity is tight — which is the failure mode that makes multi-provider routers hard to benchmark against. Pricing is straightforwardly usage-based with no subscription, seat fee or monthly minimum; each of the four supported models publishes its own input and output rate and a per-successful-request minimum, so you know the cost of a call before your application makes it. The dashboard tracks tokens, latency and spend in one place, and project keys with usage controls let you cap a workload rather than discover the overrun on the invoice. The catalogue is small by design — four models with four clear prices rather than a hundred with variable availability — which is a real limitation if you need frontier closed models, and a real advantage if your problem is that a router's routing is the thing you cannot debug.
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Key Features
Adola Pros & Cons
✅ Pros
- +No-silent-substitution guarantee makes benchmarks reproducible
- +Per-request receipts remove the usual inference-cost guesswork
- +Zero platform fee on top of published model rates
⚠️ Cons
- −Only four models — no frontier closed models at all
- −Billing must be attached before any request is served, so no free evaluation tier
- −Small catalogue means you may still need a second provider
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