ValidationHow it worksUse casesKey benefits & featuresFAQ
Get StartedEstimate cost savings

Reduce AI agent costs by 10×
while keeping quality

Argmin AI optimizes model selection, prompts, and routing — up to full agent restructuring — to find the best setup for your use case in your existing stack

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Watch how Argmin AI can help you

Reduce spend / Keep accuracy / Ship faster

Validation

Tested in practice

Argmin Pareto cost reduction chart

87%

Cost Reduction

$1180 per 1M responses

instead of $9380

Internal Case Study: Mental Health Conversational AI

Main challenge: Keep quality estimated and data-driven

Results

  • Cost reduction — 87%
  • Quality preserved — only 3.3% degradation
  • Clinical safety maintained — 97.6%
  • 9-judge LLM-as-a-Judge validation
  • 400-item edge-case stress test

Research Foundation

The platform helps you find techniques that fit your case perfectly.*

Prompt Compression

Retain answer quality while compressing LLM input by 2-10x

Paper

Context Management (RAG)

Smarter retrieval yields +5-10 accuracy points, 3-5x fewer tokens

Paper

Model Routing (FrugalGPT)

Match GPT-4 performance with up to 98% cost reduction

Paper

Speculative Decoding

Achieve 2-3x latency reduction without quality loss

Paper

*Selected public research references we build on, with credit to the original authors. Not Argmin AI research and not a complete list.

One platform to solve optimization challenges:
reduce LLM costs, protect quality and replace months of research with clear savings validation

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Cost Potential Calculator

Check out your cost reduction potential

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Audit

Free Audit

Before optimization, we conduct a free review of your use case to identify bottlenecks and savings opportunities

Quality

Always-On Quality Control

The platform continuously tracks quality with evaluation methods suited to your case, including classifiers, hard gates, LLM judges, and more

Always-On Quality Control
Combined Optimization, Tailored to Your Case
Optimization

Combined Optimization, Tailored to Your Case

Argmin AI improves LLM efficiency and production reliability by optimizing the full inference pipeline and providing several optimized options

choose right modelscompress promptsarchitectural refactoring
route by riskand more

Use the Full Power of Argmin AI

You get lower costs, predictable quality, and fewer engineering hacks

Use cases

Where Argmin AI Delivers Value*

Regulatory Compliance AI

4 regulatory prompts
15k docs ingested
3 retrieval passes / doc
45k LLM re-rankings
60k chunk embeddings
15k compliance reports

$18,500

MONTHLY COST

91%

COMPLIANCE ACCURACY

Before using Argmin AI

2 compressed prompts
1 smart retrieval pass
15k cached embeddings
15k compliance reports

$2,400

MONTHLY COST

92.5%

COMPLIANCE ACCURACY

After using Argmin AI

Mental Health Conversational AI

1 therapeutic prompt
8k sessions / mo
25 msgs / session
3 safety re-checks
200k safety screens
200k responses

$9,380

PER 1M RESPONSES

100%

BASELINE QUALITY

Before using Argmin AI

1 optimized prompt
8k sessions / mo
25 msgs / session
1 targeted re-check
200k safety screens
200k responses

$1,180

PER 1M RESPONSES

96.7%

QUALITY PRESERVED

After using Argmin AI

Customer Support Automation

Classifier agent (GPT-4)
KB search agent (GPT-4)
Drafter agent (GPT-4)
Reviewer agent (GPT-4)
200k tickets / mo
800k LLM calls total

$22,000

MONTHLY COST

84%

RESOLUTION ACCURACY

Before using Argmin AI

Smart router + KB cache
Single response agent
Review (complex only)
200k tickets / mo
260k LLM calls total

$2,800

MONTHLY COST

86%

RESOLUTION ACCURACY

After using Argmin AI

Insurance Claims Processing

Intake agent
Extraction agent
Assessment agent
Fraud screening agent
Decision agent
40k claims / mo

$28,000

MONTHLY COST

88%

ASSESSMENT ACCURACY

Before using Argmin AI

Smart intake + routing
Extract + Assess (parallel)
Fraud scan (flagged only)
Auto-decide (clear cases)
40k claims / mo

$3,400

MONTHLY COST

90%

ASSESSMENT ACCURACY

After using Argmin AI

*Individual outcomes may vary. See our Terms of Service for details.

Key benefits & features

Spend Less at Scale

Spend Less at Scale

10x inference cost reduction for many real-world tasks

Plug In Quickly

Plug In Quickly

Fast integration into existing LLM and agent pipelines

Works Across Providers

Works Across Providers

Model-agnostic: works with proprietary and open-source LLMs

Security & Risk-Free Start

Security & Risk-Free Start

NDA coverage, a phased engagement, and a free initial analysis to validate bottlenecks and savings potential

No retraining / No vendor lock-in / No risky rewrites

FAQ

No. We understand IP and data security concerns. We can work under NDA and, when required, operate directly in your infrastructure so your code and data stay under your control.
We reduce that risk with a phased engagement. We start with a free analysis stage to identify real bottlenecks and estimate savings potential before moving into deeper optimization work.
We back our approach with evidence. In our Validation section, we share research, a white paper, and real use cases that show how the methodology works in practice.
No. We work alongside your team, not instead of it. Argmin AI augments your engineers with optimization expertise and tooling — your team stays in control of architecture and decisions.
Yes. Argmin AI works with both proprietary and open-source models. We adapt to your legal, security, and infrastructure constraints rather than forcing a specific provider setup.