A - Private
SOVAPI STRUCTURE
Live measured from this run.
S
SOVINFRA | PRIVATE AI
Private modeless inference · EU-hosted.
Sovereign AI stack
September 2026
Compare frontier AI. Measured live.
Run the same prompt. Compare latency, throughput, quality and real request cost.
Qwen 3.8-27B FP8 · H200
Code, reasoning, vision and tool calling
Gemma 4 31B BF16 · H200
Text, vision and extraction
Whisper Large V3
FR / EN audio coverage
BGE-M3
Embeddings and semantic search
Kokoro
FR / EN speech synthesis
B - Challenger
Anthropic — Claude Sonnet 5
Live measured from this run.
The live verdict appears after both measured runs complete.
Structure accuracy
Neutral - run the reference prompt to score accuracy.
Measure latency in the Arena
Run the same prompt to compare time to first token, throughput and request cost. Results are measured for each request.
Model developer benchmarks
Results published by the model developers, according to their evaluation protocols.
Qwen research Google Gemma Anthropic publications DeepSeek publications
Compare your own workloads in the Arena.
Usage-based pricing in US dollars, with no commitment
Gemma 4 31B BF16 · H200
$0.12 · $0.38Per million input and output tokens. No cache-read tariff.
Qwen 3.8-27B FP8 · H200
$0.12 · $0.38Per million input and output tokens.
Qwen cache read
$0.04 cachedPer million cached input tokens.
Trial grant
1 BTrial tokens for developers starting from API ACCESS.
Economy reference table
Reference / expected values. SovAPI cost is recalculated from live token usage. Challenger cost remains unavailable when the official API response does not expose a monetary amount.
| Metric | SovAPI | Challenger | How it is shown |
|---|---|---|---|
| Gemma 4 31B BF16 · H200 | $0.12 / M input · $0.38 / M output | -- when unavailable | No cache-read tariff |
| Qwen 3.8-27B FP8 · H200 | $0.12 / M input · $0.38 / M output | -- when unavailable | Model-specific live cost |
| Qwen cache read | $0.04 cached | -- when unavailable | Never inferred from uncached input |
| Whisper Large v3 | $0.00048 / audio minute | -- | Transcription in 99+ languages |
| Kokoro | $0.62 / M characters | -- | FR/EN speech synthesis; other languages on request |
| BGE-M3 | $0.01 / M input tokens | -- | Embeddings |
| Per-request cost | Calculated from real tokens | -- when unavailable | Only a server-reported amount is displayed |
| Trial grant | 1 B tokens | None | API ACCESS onboarding |
| Billing | Measured usage | Provider-specific | No SovAPI commitment |
Step 1
Create your key
Use GitHub or Google OAuth, then generate your trial SovAPI key.
Create my API keyStep 2
Change two lines
Keep your OpenAI SDK, replace only base_url and api_key.
Step 3
Call sovapi
One public model, automatic routing by modality.
Pay-as-you-go
Plans and pricing
$0.12 / M tokens in
Your first billion tokens are free.
No credit card required.
| Model / service | Usage price | Details |
|---|---|---|
| Gemma 4 31B BF16 · H200 | $0.12 in · $0.38 out | Text, vision and extraction |
| Qwen 3.8-27B FP8 · H200 | $0.12 in · $0.38 out · $0.04 cached | Code, reasoning, vision and tool calling |
| Whisper Large v3 | $0.00048 / audio minute | Transcription, 99+ languages |
| Kokoro | $0.62 / M characters | Speech synthesis FR/EN · Other languages on request |
| BGE-M3 | $0.01 / M input tokens | Embeddings |
EU hosting · GDPR native · No data training · OpenAI-compatible API
curl https://api.sovinfra.ai/v1/chat/completions \
-H "Authorization: Bearer $SOVINFRA_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"sovapi","messages":[{"role":"user","content":"Hello"}]}'
Use sovapi for automatic routing, or pin a generation model directly:
gemma-4-31b for text and vision, and qwen3.8-27b for code, reasoning, vision
and tool calling. Whisper, BGE-M3 and Kokoro remain available through SovAPI.
Direct model call
Gemma 4 31B
Text, vision and structured extraction.
curl https://api.sovinfra.ai/v1/chat/completions \
-H "Authorization: Bearer $SOVINFRA_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"gemma-4-31b","messages":[{"role":"user","content":"Summarize this request."}]}'Direct model call
Qwen 3.8-27B
Code, reasoning, vision and tool calling.
curl https://api.sovinfra.ai/v1/chat/completions \
-H "Authorization: Bearer $SOVINFRA_API_KEY" \
-H "Content-Type: application/json" \
-d '{"model":"qwen3.8-27b","messages":[{"role":"user","content":"Write a Python health check."}]}'from openai import OpenAI
client = OpenAI(
base_url="https://api.sovinfra.ai/v1",
api_key="sk-sov-...",
)
response = client.chat.completions.create(
model="sovapi",
messages=[{"role": "user", "content": "Explain SovAPI in one sentence."}],
)import OpenAI from "openai";
const client = new OpenAI({
baseURL: "https://api.sovinfra.ai/v1",
apiKey: process.env.SOVINFRA_API_KEY,
});Compliance and control
Private inference, models hosted in Europe, server-side secrets, and logs without prompts or keys. Legal notices and terms are available from the footer.