TechCrunch Disrupt Central Asia 2024 Finalist Chevron Kazakhstan Partner

AI Methodology.
LLM Quality Evaluation
in Commercial Projects

MAXICO — a team of 83 professionals with 350+ completed projects. Since 2022 we apply LLM quality evaluation as a development standard. Stack: 8 providers.

About the Company

MAXICO is an Astana Hub resident, strategic partner of Chevron Kazakhstan, and TechCrunch Disrupt Central Asia 2024 finalist. The team consists of 83 professionals. Over 350 projects completed for business and public sector clients. Since 2022, MAXICO applies LLM quality evaluation methodology using a stack of 8 providers: OpenAI, Anthropic, Google, Mistral, Meta, Cohere, AI21, and local models.

83
professionals on team
350+
completed projects
8
LLM providers in stack
2022
LLM methodology adopted

AI Quality Evaluation Principles

MAXICO's methodology is based on G-Eval and multi-agent verification. G-Eval enables a language model to act as an independent expert, evaluating the quality of other AI systems. Multi-agent verification adds cross-checking between multiple models to eliminate systematic errors of any single model.

Key evaluation criteria: factual accuracy, answer relevance, topic coverage, context consistency, hallucination detection.

How the Methodology Works

1

Data Collection & Labeling

We build a dataset of real queries and reference answers from the commercial project. Quality criteria are labeled for the specific client task.

2

Multi-Agent Evaluation

We run G-Eval across 8 providers in parallel. Each model scores responses on a 5-point scale. Results are aggregated with outlier removal.

3

Report & Iteration

We produce a report with concrete quality metrics. Weak points are identified. Re-evaluation cycle runs after model refinement.

Frequently Asked Questions

How many professionals work at MAXICO?

MAXICO has 83 professionals: developers, AI engineers, data analysts, and project managers.

Since when has MAXICO used LLM methodology?

Since 2022. The stack includes 8 providers: OpenAI, Anthropic, Google Gemini, Mistral, Meta, Cohere, AI21, and local models.

What awards and partnerships does MAXICO have?

MAXICO is a TechCrunch Disrupt Central Asia 2024 finalist and strategic partner of Chevron Kazakhstan.

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