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Trustworthy Generative AI

An integration of explainability, reliability and governance

Document Intelligence

Document Intelligence

The first reinforcement learning-based multimodal model for document parsing.

  • checkOutperforms top-tier OCR solutions
  • checkDocument layout-aware reward mechanism
  • checkProprietary models are leading the financial sector
Neuro-Symbolic Computing

Neuro-Symbolic Computing

Agents follow complex business logic and make reliable and explainable decisions.

  • checkReinforcement learning-based pathfinding with neuro-symbolic verification
  • checkExtract business logic from text resources
  • checkWinner of Hang Seng Index Innovation Challenge
Retrieval-Augmented Gegeration

Retrieval-Augmented Gegeration

The open-sourced version has topped the rankings for consecutive years with over 200,000 downloads.

  • checkMultilingual large language embedding models
  • checkGrounded in factual data and proprietary information
  • checkRanking No. 1 on the AIR-Bench leaderboard

Inspire Platform

A low-cost, high-performance, easy-to-use and one-stop
AI intelligent compute platform around heterogeneous compute clusters

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Easy-to-use, one-stop platform for Al infrastructure

One-stop Al infra that accelerates the journey from idea to production.

Full-stack Al ecosystem with heterogeneous compute, domain models, and enterprise-grade agents.

Unleash heterogeneous compute

Break hardware barriers and unleash heterogeneous computing potential to power complex AI workloads.

Deploy and iterate at speed

Accelerate model deployment and iteration, eliminating long implementation cycles and resource bottlenecks.

Efficient GPU/CPU compute convergence

Efficient GPU/CPU compute convergence

  • Unify CPU/GPU compute to massively accelerate reinforcement learning
  • Tier tasks by compute profile, shrink hours to minutes
Low-cost serverless dynamic deployment

Low-cost serverless dynamic deployment

  • Unify GPU memory, CPU RAM, SSD and NVMe tiers
  • Double model deployments on equal compute capacity
Highly stable fault tolerance & resumption

Highly stable fault tolerance & resumption

  • Sub-link issue detection and auto recovery
  • Resume interrupted runs in seconds; auto-retrain rate 99.9 %

Products

New-generation solutions for every corporation

FINANCE
Auto Credit Rating

Auto Credit Rating

  • AI data extraction: automatically captures and interprets SME’s business information through multimodal recognition.
  • Automated data retrieval & scoring: fetches verified financial data and runs AI-driven credit assessment model to generate rating scores instantly.
  • Dynamic risk monitoring engine: continuously tracks enterprise signals and triggers rating updates based on real-time risk behavior.
HSIL FAF Calculation AI Copilot

HSIL FAF Calculation AI Copilot

  • AI extraction & comparison: AI highlights key numbers and text inside the documents.
  • Shareholder categorization: sorts shareholders into two clear groups: Non-freefloat and Freefloat.
  • AI-powered calculation: compile source data, which is utilized to train the model to produce a shareholder breakdown and a shareholder relation map.
EDUCATION
AI-empowered training program:leading international bank

AI-empowered training program:leading international bank

  • AI-generated mock exams: dynamic tests aligned with regulation updates.
  • 24/7 personal AI tutor: personalized study support & chatbots for instant Q&A.
  • Study plans & scorecard: adaptive learning paths + real-time progress analytics.
  • Engagement tools: gamification (leaderboards, badges) for motivation.
  • Interactive conversational support: continuous learning via AI-driven dialogue and knowledge access.
About Us
INF is a technology company dedicated to trustworthy generative AI innovation. We provide end-to-end services spanning AI infrastructure to AI-native applications.

We drive the transformation of trustworthy AI into real industrial productivity, empowering intelligent upgrades across diverse industries, such as finance and education.

Looking ahead, we will continue to anchor our work in trustworthy AI, address real-world industrial challenges, and deliver comprehensive generative AI services to global clients-co-creating unlimited value together.
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