AI That Understands Oracle & Workday | Argus by Opkey
Argus AI Engine
The AI That Actually Understands ERP
Argus is an 8-billion parameter LLM engineered from the ground up for Oracle, Workday, and enterprise applications. It doesn't just automate—it reasons, troubleshoots, and orchestrates with deep domain expertise.
81.4%
Benchmark Accuracy
8B
Parameters
29X
More Efficient
Trusted by world-class enterprises
Research Breakthrough
An 8B Model Matching 235B Performance
Through domain-adaptive training and curriculum learning, Argus achieves state-of-the-art performance in ERP tasks—outperforming GPT-4.1 while being 29× more efficient than comparable large models.
Built for Enterprise Complexity
Unlike general-purpose LLMs, Argus understands ERP-specific concepts, workflows, and the multi-step reasoning required for real-world operations.
Domain-Specific Knowledge
Trained on 1.5B tokens of ERP-specific content including Oracle documentation, API references, database schemas, and expert knowledge.
1.5B
Training Tokens
Multi-Step Reasoning
Advanced Chain-of-Thought reasoning adapted for ERP contexts—analyzing workflows, troubleshooting errors, and orchestrating cross-module processes.
81.4%
Benchmark Accuracy
Agentic Capabilities
Autonomous monitoring, exception handling, and workflow orchestration. Proactively flags issues and triggers downstream processes.
24/7
Autonomous Operation
Conversational Intelligence
Natural instruction-following and multi-turn conversations. Understands context and provides structured, actionable guidance.
92.3%
Relevance Score
Whitepaper
AI you can trust · For CIOs & IT leaders
The Responsible Path to Agentic AI for Enterprise Apps
A practical framework for deploying autonomous AI agents inside Oracle, SAP, Workday, and Salesforce — without sacrificing governance, auditability, or control.
Guardrails & human-in-the-loop patterns
Risk tiers for autonomous actions
Audit-ready agent traceability
90-day rollout blueprint
PDF · 18 pages · 12 min read
Training Methodology
Three-Pillar Training Recipe
Our sequential training strategy combines domain-adaptive pre-training, curriculum learning, and preference optimization.
Phase 1
Domain-Adaptive Pre-Training
Exposing the model to ERP-specific concepts while preserving broad language capabilities through strategic data mixing.
1.5B tokens of curated ERP content
70:30 domain-to-general ratio
Extended 40K token context
Multi-GPU clustering pipeline
Phase 2
Multi-Phase Supervised Fine-Tuning
Progressive curriculum learning from basic instruction-following to advanced reasoning and tool integration.
230K instruction-response pairs
Curriculum learning approach
Multi-turn conversation synthesis
Cross-module integration scenarios
Phase 3
Reasoning Enhancement
Advanced preference optimization using expert-curated Chain-of-Thought traces for complex analytical tasks.
17K Oracle reasoning traces
Direct Preference Optimization
Self-correction capabilities
Adaptive reasoning patterns
Benchmark Results
Validated on 10,000 ERP Tasks
Comprehensive evaluation across finance, supply chain, HR, and cross-module integration scenarios.
81.4%
Overall Accuracy
Matches 235B parameter models
92.3%
Domain Relevance
Highest domain-specific score
81.2%
Completeness
+11.5% vs baseline
82.5%
Helpfulness
Production-ready utility
Model Comparison (ERP Benchmark)
Argus-8B
8B
Ours
81.4%
GPT-4.1
Large
78.4%
Qwen3-235B
235B
81.4%
Qwen3-8B (Base)
8B
75.9%
*Evaluated on 10,000 ERP tasks across diverse functional domains
Domain Expertise
Deep Knowledge Across ERP Modules
Trained on Oracle Fusion, Workday, and enterprise documentation covering all major functional areas.
Completeness
General Ledger
Accounts Payable
Accounts Receivable
Fixed Assets
Cash Management
Supply Chain
Procurement
Inventory
Order Management
Manufacturing
Logistics
Human Capital
Core HR
Payroll
Talent Management
Workforce Management
Benefits
Plus: Project Management, Risk Management, EPM Cloud, Sales, Services, Marketing, and cross-module integrations
Whitepaper
Featured Whitepaper · The new ERP operating model
The Future of ERP Is Agentic
How autonomous agents are reshaping testing, change, and operations across the ERP lifecycle — and what leading enterprises are doing now to stay ahead.
The shift from copilots to agents
Reference architecture for agentic ERP
Benchmarks from 1,500+ ERP teams
90-day rollout blueprint
PDF · 24 pages · 15 min read
Why Argus Works
Key insights from our research that make domain-specialized AI possible.
Curriculum Learning > Mixed Training
Progressive capability development (+7.5% improvement) outperforms training on all data types simultaneously.
Full Fine-Tuning for Knowledge Domains
Parameter-efficient methods fall short. Complex enterprise domains require comprehensive model adaptation.
Balanced Data Prevents Forgetting
70:30 domain-to-general ratio maintains broad capabilities while enabling deep specialization.
Smaller Models Can Match Giants
Domain-adaptive training compresses specialized knowledge into efficient 8B models suitable for production.
Experience Argus In Action
See how domain-specialized AI transforms ERP testing, configuration, and user adoption.
Resources
Keep exploring
- \ \ Agentic Governance & Cybersecurity: Exploring Key Challenges in the Age of AI Agents \ \ The enterprise software landscape is rapidly evolving from simple automation tools to autonomous AI\ \ agents that can reason, plan, and act independently\ \ Read White Paper](https://4378242.fs1.hubspotusercontent-na1.net/hubfs/4378242/Documents/Agentic%20Governance%20&%20Cybersecurity.pdf?utm_campaign=30412048-Website%20Collateral&utm_source=Organic%20website&utm_medium=websitesearch)
- \ Blog\ \ \ Agentic AI: Get off the Manual Management Highwire \ \ Traditional enterprise application management? It’s like Philippe Petit on the high wire. Impressive, maybe even just for the sheer shock factor, but most people shouldn’t even do it with the net.\ \ Read Blog](/content/blog/agentic-ai-get-off-the-manual-management-highwire/index.html)
- \ Blog\ \ \ Exploring the Future of ERP with Autonomous Testing \ \ The modern software development lifecycle is undergoing a profound transformation. Driven by escalating expectations around speed, agility, and innovation,\ \ Read Blog](/content/blog/forrester-explores-a-new-paradigm-for-software-dev-assurance/index.html)
- \ Blog\ \ \ Agentic ERP Changes the Application Layer – Raises the Stakes for the Lifecycle Layer \ \ Oracle’s latest moves make one thing clear: enterprise applications are evolving from systems that record work to systems that increasingly coordinate and execute it.\ \ Read Blog](/content/blog/agentic-erp-changes-the-application-layer-raises-the-stakes-for-the-lifecycle-layer/index.html)
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