Cost Control
Augmetrics® unit processing aims to reduce all costs associated with converting data into information, from core data processing to AI inference or even model selection. Stored centrally in the “brain”, its permanent information objects (IOs) can drastically lower compute costs in the cloud.
As organizations increasingly adopt generative AI in their work loads and workflow, processing costs will accelerate, with limited cost monitoring or even visibility.
Chloe NLP™ Gives You
Built-In AI Controls
- Prebuilt Queries & Variant Query Caching
- Integrated Language Equation for Proof
- The Path to 100% Accuracy & Lowest AI Cost
In the current AI delivery environment, Augmetrics® can dramatically reduce both the use and cost associated with AI, even though that cost is relatively unscripted and deemed not optimizable.
We know neither is the case.
Optimizing AI Inference:
CPUs Instead of GPUs
With Chloe NLP™ you are in control from the start. Being connected to all your data, each field of every permitted data source, gives you total flexibility when the first query is made until you get the right answer.
The first stop is Chloe’s tens of thousands of audited phrase variants for any data source. You get a match? Straight to the CPU processing, no AI needed.
Your query will go out to the model most likely to come back with the right answer.
No problem. With the LLM response, Chloe returns an interactive language equation (ILE) that lets you rebuild your query, field by field.
No AI retry needed.
At the base level, the goal of optimizing the cost of AI via LLM interactions relies on steering workloads away from expensive per query GPUs to much more cost-efficient CPUs.
Chloe’s natural language processor is designed to do just that.
Optimizing AI Cost:
LLM Per Query Unit Costing & Model Optimization
One of the missing links in AI interaction is tracking and monitoring of queries made to the models, not just from the perspective of inference, answer accuracy, but also from a cost budget viewpoint.
An optimizing system that tracks each query, from whatever source, human or microservice, measures the number and cost of input or output tokens and which can recommend lower cost models is sorely needed. That LLM Usage & Costing application is part of your Augmetrics® subscription.
Greenest Possible Processing
With cost control a fundamental part of its core, and the cost of finding insights in your data rapidly growing – Augmetrics® was intended to be an environmentally sustainable processing system.
By design, it is the greenest possible information processing we could imagine