Amity AI Labs, the AI research and development division of Amity Group, announced today that its latest agentic AI system has reached the #1 global ranking on the Data Agent Benchmark for Multi-step Reasoning (DABStep) Leaderboard, the premier benchmark for evaluating AI agents on complex, real-world data analysis. Hosted by Hugging Face and developed by Adyen, DABStep evaluates agents on their ability to read business documents and operational constraints, interpret datasets, generate code, and produce actionable insights—mirroring the daily tasks of Data Analysts.

The breakthrough technology powering this success is now live on EkoAI, Amity Group's enterprise-grade platform for Agentic AI. Specifically, the company's Data Analyst Agent—one of five specialized agents in the platform—embeds this multi-agent architecture into a user-friendly tool built for enterprise teams.
A New Standard for Analytical Reasoning
The innovation is detailed in Amity Group's new white paper "Agentic AI for Multi-Step Data Analysis." As of July 11, 2025, Amity's system scored:
- 80.56% accuracy on easy tasks
- 41.01% accuracy on hard tasks — the highest score on record
This places Amity Group ahead of top-tier AI research labs and confirms its leadership in applying Agentic AI to enterprise decision-making.
"We built this system not to chase the leaderboard, but to solve real-world business data analytical problems," said Wachiravit Modecrua, Director of AI Labs at Amity Group. "Most AI models struggle with nuance and logic when the task has many steps. Our architecture thinks through problems methodically, just like a human data analyst, and shows its work at every stage."
Specialized Three-Agent Architecture: How the System Works
The Amity Group system introduces a novel approach that deconstructs complex analytical processes into three specialized roles:
- The Planner: Acts as the master strategist, breaking down complex queries and creating comprehensive solution blueprints
- The Executor: Functions as the diligent worker, implementing multi-step reasoning through continuous thought-action loops
- The Feedbacker: Serves as the quality inspector, providing automated validation and performance scoring
This structure not only improves reasoning but also supports transparency, debugging, and compliance—all of which are essential for enterprise use. The architecture ensures that each store manager accesses only the relevant data through the implementation of Row-Level Security (RLS).
"This is not just an R&D success," said Touchapon Kraisingkorn, Group CTO and Head of AI Labs at Amity Group. "It is a real product now. Our Data Analyst Agent is deployed on EkoAI and helps organizations answer complex questions that used to take days. We are putting cutting-edge research directly into people's hands."
Inside EkoAI: Practical, Conversational, Transparent
The Data Analyst Agent is now live within EkoAI, Amity Group's flagship Agentic AI platform for enterprises. The product allows users to interact with agents in plain language and generate deep insights without writing code. Key capabilities include:
- Natural Language Querying (NLQ): Search large datasets via plain English and Thai
- Realtime Dashboards: Instantly visualize query results in business dashboards
- Voice Interactions: Converse naturally with agents—just like speaking to a colleague
- Feedback Loop: Built-in thumbs up/down ratings improve answers over time
- Collaboration Tools: Integrated into Microsoft Teams and Eko Chat
- Mobile-First Design: Accessible on both desktop and mobile platforms for on-the-go decision making
EkoAI also features other specialized agents including Research Analyst, Document Analyst, Secretary, and Creative Agents—each fine-tuned for different enterprise tasks.
From Research Lab to Boardroom
The DABStep benchmark requires agents to interpret financial data, analyze fraud trends, recommend compliance measures, and answer multi-part queries—all grounded in real business logic. By releasing the full reasoning trace of its model, Amity AI Labs sets a new bar for transparency in enterprise AI.
Real Impact at Scale: Inside a Retailer's Deployment
One of Thailand's largest retailers, has deployed EkoAI's Data Analyst Agent across over 3,000 stores. The system processes more than 1,000 daily messages with 5-second to 1-minute response times, enabling store managers to make data-driven decisions independently in both Thai and English. The AI-generated To-Do List (TDL) feature provides daily briefings tailored for each store, highlighting anomalies and high-priority actions at 8:00 AM.
This deployment proves that advanced AI research can deliver tangible business value at massive scale, with every store manager now having access to AI-powered insights for real-time decision making.
The complete white paper is available for free download here.
To learn more about Amity Group's comprehensive AI solutions, please visit https://www.amitysolutions.com/.