Argmin AI
Argmin AI provides a platform that systematically reduces LLM and AI agent operating costs while preserving output quality through validated, data-driven optimization techniques. The platform offers prompt compression, model routing, RAG context management, and speculative decoding, with an interactive cost calculator that estimates savings potential in 3-5 minutes. Internal case studies demonstrate an 87% cost reduction with only 3.3% quality degradation in mental health conversational AI.
- Artificial Intelligence
- AI Agents
- Developer Tools
- Software Only
Funding
Founders
Founder details are not available yet.
Product
Problem
Companies deploying AI agents and LLM workflows face escalating inference costs that scale with usage, while naive cost-cutting often degrades response quality and risks safety or compliance failures. Teams lack a data-driven way to identify which optimization techniques will work for their specific use case before investing engineering time.
Solution
Argmin AI provides a platform that systematically reduces LLM and agent operating costs while preserving output quality through a validated, data-driven approach. The platform guides users through optimization techniques including prompt compression (2-10x input reduction), model routing that matches GPT-4 performance for up to 98% less, RAG context management that cuts tokens 3-5x while improving accuracy, and speculative decoding for 2-3x latency reduction. It includes a cost potential calculator for upfront savings estimation, quality evaluation setup with test data generation, and NDA-protected integration respecting customer IP. Internal case studies demonstrate 87% cost reduction with only 3.3% quality degradation in mental health conversational AI, and a regulatory compliance workflow cut monthly costs from $18,500 to $2,400 while improving compliance accuracy from 91% to 92.5%.
Target Audience
Primary customers are engineering and ML teams at companies operating LLM-based products in regulated sectors such as healthcare, mental health, financial services, and insurance, as well as enterprises running customer support automation and compliance workflows at scale.
Features
- Free interactive cost calculator that estimates savings potential across prompt design, model selection, routing, and agent orchestration in 3-5 minutes
- Prompt compression module that retains answer quality while reducing LLM input by 2-10x
- Model routing (FrugalGPT-style) that matches GPT-4 performance with up to 98% cost reduction across tiered model selections
- Context management for RAG pipelines delivering +5-10 accuracy points with 3-5x fewer tokens
- Speculative decoding support achieving 2-3x latency reduction without quality loss
- 9-judge LLM-as-a-Judge validation framework and 400-item edge-case stress testing for quality assurance