Deterministic cost control for probabilistic inference
Up to 5x your AI capacity.
Same infrastructure.
Already using Sonnet? InfraNistic automatically routes easy queries to Haiku and hard queries to Sonnet. Same answers, fraction of the cost. One endpoint swap — no other code changes.
Empirical Results
Typical API bot workload — mixed easy/hard queries, Sonnet baseline
| Configuration | Accuracy | Cost vs Sonnet-only | Best For |
|---|---|---|---|
| Sonnet only (baseline) | High | 1.0× (baseline) | Simple but expensive |
| InfraNistic Standard | Same as Sonnet-only | ~0.4–0.5× | API bots, mixed workloads |
| InfraNistic Premium | Exceeds Sonnet-only | ~0.6× vs Opus-only | Scientific, legal, medical |
How It Works
2. Route — each query is automatically sent to the cheapest model that can answer it correctly.
3. Save — only pay for expensive models when they're actually needed.
No training data. No classifier. Works on any model pair from day one.
Gets cheaper the more you use it — learns patterns automatically.
First Principles
Training-Free
No historical data needed. Works on a new model the day it's released. No classifier to train.
Model-Agnostic
Any model pair, any provider. Works with Claude, GPT, Llama, Mistral — no integration per model required.
Mathematically Grounded
Every routing decision is provably justified — not a guess, not a heuristic. Works on any model from day one with no training data required.
Self-Improving
Learns patterns from your traffic. Deterministic queries resolve instantly. Common patterns get cheaper over time — without any configuration.
Available on AWS Marketplace
InfraNistic drops into your existing stack in minutes. Every query is automatically optimized. You change nothing. You get more.
We never see your data — we only meter usage.
| Standard | Premium | |
|---|---|---|
| Best for | API bots, mixed workloads | Scientific, legal, medical |
| Accuracy | 76% | 80%+ |
| Price | $0.50 / 1K queries | $2.00 / 1K queries |
Support
Contact Us
Questions about InfraNistic or need help getting started?
support@infranistic.com