Reports

Reports

Everything our labs have shipped and written up — white papers, project write-ups, and the models behind them. For peer-reviewable preprints, see Research Papers.

Building a Customer Support Copilot Agent: From Test Cases to ROAD-Optimized ProductionAgentics Labs

Building a Customer Support Copilot Agent: From Test Cases to ROAD-Optimized Production

Build a Customer Support Copilot Agent with test-driven development, ROAD optimization, and dual-metric evaluation for Thai insurance workflows.

Comparing Role-Based and Skill-Based Agentic AI ArchitectureAgentics Labs

Comparing Role-Based and Skill-Based Agentic AI Architecture

Compare Role-Based vs Skill-Based AI architectures to boost accuracy 2.3x and cut costs 54% for enterprise deployments.

Subjective Evaluation Methods for Thai TTS ModelsVoice Labs

Subjective Evaluation Methods for Thai TTS Models

Explore how MOS and Elo rating systems provide reliable, human-centered assessments of Thai Text-to-Speech naturalness and accuracy.

Amity Agent v3.1Agentics Labs

Amity Agent v3.1

A 3B active-parameter agentic model that ranks #9 on τ²-bench Retail and #4 on Airline, outperforming GPT-5, Claude Opus 4, and models 100× its size.

Influmatch AI: AI-Driven Multi-Agent KOL SelectionAgentics Labs

Influmatch AI: AI-Driven Multi-Agent KOL Selection

A smart solution for precise KOL selection using multi-agent AI architecture, reducing manual complexity while ensuring consistent accuracy.

ROAD: Optimize AI Prompts Without Manual DatasetsAgentics Labs

ROAD: Optimize AI Prompts Without Manual Datasets

An automated framework for optimizing AI prompts without requiring manually curated datasets.

Boosting Text-to-SQL Accuracy 7× with GEPAAgentics Labs

Boosting Text-to-SQL Accuracy 7× with GEPA

A novel approach that boosts Text-to-SQL accuracy by 7x through guided error-pattern analysis.

Agentic AI for Deep Data Analysis [White Paper]Agentics Labs

Agentic AI for Deep Data Analysis [White Paper]

White paper exploring how agentic AI enables deep, multi-step data analysis for enterprise use cases.

Smarter Multi-Agent AI for Data AnalysisAgentics Labs

Smarter Multi-Agent AI for Data Analysis

Multi-agent architecture for complex data analysis tasks with improved accuracy and explainability.

Thai Voice Call Keyword Extraction Using Generative AIVoice Labs

Thai Voice Call Keyword Extraction Using Generative AI

Leveraging generative AI to extract meaningful keywords from Thai voice calls for business intelligence.

Turn Call Transcripts into Strategic Insights with KM-Insight's AI AnalyticsVoice Labs

Turn Call Transcripts into Strategic Insights with KM-Insight's AI Analytics

Transform call center transcripts into actionable business insights at scale using AI analytics.

Smarter, Scalable Thai Speech-to-Text TechnologyVoice Labs

Smarter, Scalable Thai Speech-to-Text Technology

Deep dive into fine-tuning speech-to-text models for Thai language with improved accuracy and scalability.

Real-Time Voice APIVoice Labs

Real-Time Voice API

A real-time voice API that replicates OpenAI capabilities at 4x lower cost with higher accuracy.

Speech Emotion RecognitionVoice Labs

Speech Emotion Recognition

Detecting and classifying emotions from speech signals for enhanced customer experience analytics.

Chat Auto Wrap-upVoice Labs

Chat Auto Wrap-up

Automatically summarize and wrap up chat conversations to reduce agent after-call work.

Voice Auto-QAVoice Labs

Voice Auto-QA

Automated quality assurance for voice interactions using AI-powered scoring and analysis.

NLQ OptimizerAgentics Labs

NLQ Optimizer

Optimizing natural language queries for improved database interaction accuracy.

Document Search Optimizer V.2Agentics Labs

Document Search Optimizer V.2

Second generation document search with enhanced retrieval accuracy and multi-modal support.

Amity Document Search OptimizerAgentics Labs

Amity Document Search Optimizer

AI-powered document search optimization for enterprise knowledge management systems.

TRAG LeaderboardAgentics Labs

TRAG Leaderboard

Benchmarking Thai Retrieval-Augmented Generation systems across multiple evaluation dimensions.

Collaborate and partner with our AI Research & Application Center

Partner with Amity’s AI Lab to co-develop AI solutions through collaboration opportunities.

Collaborate with Us