AI prompts go in. Fewer tokens come out.
Same quality. Lower cost. Your data stays yours.
Every prompt is analyzed and optimized before it reaches the AI. Redundant language removed. Context preserved. Quality verified across four providers.
Validated blind on 200+ real prompts across GPT-4o, Claude Sonnet, Gemini Pro, and Grok. Quality scores above 4.0 out of 5.0 on every provider.
ChatGPT, Claude, Gemini, and Grok. Each with a tuned compression profile matching the model's sensitivity. Switch freely.
Key material generated from real quantum circuit measurements. AES-256-GCM encryption. XOR-sharded memory vault. Physics, not marketing.
Change one import. Set one environment variable. Your existing code works immediately. No config files. No dashboard. No SDK complexity.
Compression runs in your environment. Your prompts never touch our servers. Zero data exposure by architecture, not policy.
The compression learns from deployment patterns and gets better over time. Protected by 14 patents and encrypted end-to-end.
pip install ordica
Set your Ordica API key
Change one line of code
from ordica import OpenAI
Every API call is compressed
Same responses, fewer tokens
Ordica compresses prompts inside your own environment. We never see your messages, your API keys, or your data.
The only signal that crosses the wire is anonymous telemetry — token counts and savings percentages. This isn't a policy. It's the architecture.
Provider-specific compression profiles tuned to each model's sensitivity.
Blind-tested on 200+ real prompts. An independent AI judged compressed vs. original responses without knowing which was which.
Quality delta = compressed score minus original score. Positive means compression improved the response. Deltas within ±0.10 are within normal statistical margin — no meaningful quality difference.
All tests run with production models. No cherry-picking. Full methodology available on request.
No. Your messages pass through the proxy to reach the AI provider, but we never store, log, or read them. The only data we keep is anonymous counts — how many tokens were sent, how many were saved, and which provider you used. There is no database column for message content. It doesn't exist in our system.
We tested this blind across 200+ real prompts on all four providers. Quality scores stayed above 4.0 out of 5.0. The compression removes redundant language and fluff that the AI doesn't need — think of it as editing a wordy email before sending it. The meaning stays the same.
The compression adds a few milliseconds — you won't notice it. Whether you're using ChatGPT, Claude, Gemini, or Grok, the provider's response time is what you feel, and that's unchanged. In some cases, shorter prompts actually get faster responses because the AI has less to process.
The system is fail-safe. If compression can't be applied confidently, your prompt goes through untouched — you just don't save tokens on that message. You'll never get a broken response because of compression. Worst case is zero savings, not worse quality.
ChatGPT (GPT-4o) is a strong all-rounder — great for general questions, writing, and brainstorming. Claude is known for natural writing and careful, thoughtful responses. Gemini has the deepest reasoning and largest context window. Grok is fast and conversational with less filtering. Try all four and see which one clicks for you.
During the alpha, yes — completely free. You're helping us test the compression on real conversations, which is valuable to us. There's no catch, no credit card, no upsell. After the alpha period, the chat interface may move to a paid model, but you'll know well in advance.
It tells us whether the AI's response was good or not — that's it. We don't see the response itself, just your rating. This helps us make sure compression isn't hurting quality. It's completely optional.
Alpha access is invite-only. Try the chat interface for free, or integrate the SDK in sixty seconds.