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Run free tests with your own OpenAI key before connecting production traffic.
Varion removes safe repetition, unnecessary history and irrelevant tool schemas before requests reach OpenAI. You keep the same application and verify the savings yourself.
get_order_status tool call and order number in the verified test.One measured test, not a guaranteed average. Results vary by workload.
OpenAI-compatible applications change their API base URL and use a Varion key. The rest of the application can remain the same.
Run free tests with your own OpenAI key before connecting production traffic.
Replace api.openai.com with api.varion.tech and use your Varion key.
Track original tokens, sent tokens, savings, fees, errors and quality checks.
Varion applies safe reductions and falls back to passthrough when a strategy is not verified.
Removes repeated turns and compacts older conversation history.
Sends only tool schemas relevant to the current request.
Prevents identical safe requests from reaching OpenAI again.
Compare direct OpenAI versus Varion using provider-reported usage.
Critical system and developer instructions remain unchanged.
See tokens, costs, verified savings, credits, logs and errors.
Your company pays OpenAI directly and controls its own API account.
Varion deducts 20% of measured net savings from prepaid credits.
from openai import OpenAI
client = OpenAI(
api_key="YOUR_VARION_KEY",
base_url="https://api.varion.tech/v1",
)
response = client.chat.completions.create(
model="gpt-5-mini",
messages=conversation,
)Buy credits. Each successful request deducts 20% of measured net savings. No saving means no savings fee.
Test before connecting production.
Prepaid Varion credits are deducted only when measurable savings occur.
For high-volume or regulated deployments.
Long chat history and many business tools.
Large tool lists and repeated operational context.
High-volume OpenAI API traffic with measurable costs.
Large retrieved documents and structured results.
No. That percentage came from one verified OpenAI test. Each customer can run real A/B tests on their own workload before production.
No. Customers use their own OpenAI key and pay OpenAI directly. Varion credits cover only the Varion savings fee.
No. The website tester uses it for the live calls and does not store it. Production customers may choose to save their key encrypted in their private account.
Varion can pass the original request through unchanged. Unverified workflows default to passthrough.
Yes. The test calls appear in the customer's own OpenAI usage records, while Varion shows the side-by-side metrics.
Run 50 real A/B tests with no credit card.
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