
Bringing AI into the Real Business Front Line
EvoCore connects enterprise data, business processes, industry knowledge and software systems through industry AI solutions and Forward Deployed Engineering — helping companies build AI capabilities that run in production, iterate continuously and scale across the organisation.
What enterprises lack is not AI tools — it is AI deployment capability
Many enterprises have adopted AI tools, but few AI projects truly enter core business processes and generate sustained value.
Common enterprise AI deployment challenges:
AI disconnected from real business
AI tools exist but have no real business process to enter. Demos work, but daily operations do not.
Enterprise data and knowledge are fragmented
Critical information is scattered across files, emails, databases and employee experience. AI cannot access complete, reliable enterprise knowledge.
Missing the connector between business and technology
Business staff know the problem but not what AI can do; technical staff know models but not real enterprise processes.
Projects stall at the POC stage
Many AI projects cannot enter production after prototype — lacking access management, human review, system integration and staff adoption.
Systems cannot evolve after go-live
Business changes, but AI systems have no continuous optimisation mechanism — eventually losing practical value.
EvoCore addresses the full journey from scenario discovery to system operation through "Industry AI Solutions + continuous FDE deployment service".
Two capabilities, working together to truly deploy enterprise AI
Industry AI Solutions
Build AI systems that run in real workflows for specific industries and business processes. We combine LLMs, OCR, RAG, AI Agents, workflows, enterprise data and industry rules so AI can read, understand, invoke systems, execute tasks and generate results — with human review when needed.
FDE Service
Forward Deployed Engineering is an AI deployment service that goes deep into the enterprise front line. The FDE team works with management, business teams and front-line staff to identify high-value AI scenarios, connect data and systems, rapidly validate prototypes and drive AI into real business processes.
Starting from the business problem — building sustainable AI capability
EvoCore AI Deployment Framework
Discover
Business Discovery
Understand enterprise processes, teams, systems and goals. Identify work that is repetitive, labour-intensive, error-prone, compliance-critical or growth-limiting.
Prioritise
Opportunity Ranking
Rank AI projects by business value, data readiness, feasibility and organisational readiness. Select scenarios that can be validated quickly and scaled.
Connect
Data Connection
Organise and connect the data AI needs — historical files, spreadsheets, ERP, CRM, accounting software, databases, industry rules, SOPs and external data sources.
Build
System Construction
Build AI Agents, enterprise Skills, document recognition, RAG knowledge bases, workflows, rule engines, human review platforms and system APIs.
Deploy
Business Deployment
Deploy AI into real workflows for employees, managers or customers. Establish permissions, operating procedures, human review, exception handling, logging, security and training.
Evolve
Continuous Evolution
Continuously update AI systems based on usage data, feedback and business changes. Add new Agents, Skills, rules and data connections so AI grows with the business.
We deliver not just AI software, but a continuously evolving enterprise AI capability.
Turning AI Capability into Concrete Industry Results
Every industry has different data, processes, rules and risk requirements. EvoCore combines industry knowledge with real workflows to build AI for specific tasks — not generic tools.
Validating AI Deployment Capability in Complex Industry Scenarios
The EvoCore team has built and validated AI projects across accounting, legal, KYC, medical claims, customer service, sales, training and sports.

Accounting Data & Account Code Intelligent Recommendation
Match supplier invoices, GL records and historical account codes to learn bookkeeping patterns and recommend codes for new invoices.
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Accounting Firm Client Knowledge System
Build an independent AI knowledge space for each client to guide new staff and reduce repeated senior partner review time.
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Singapore AI KYC Compliance Platform
Integrate identity recognition, sanctions screening, PEP queries, adverse media search and public web review into one unified workflow.

Private Legal AI System
Build a localised, permission-isolated, auditable legal knowledge and document processing system for law firms.

MediClaimX Medical Claims Intelligent Infrastructure
Handle high-volume complex medical claim documents with document recognition, structuring, rule verification and anomaly routing.

Enterprise WhatsApp AI Customer Service
Connect enterprise knowledge, client data and business processes to WhatsApp for multilingual auto-reply and human handoff.
Not locked to a single model — selecting the best AI combination for each business
Different enterprises need different accuracy, cost, security, speed and deployment options. EvoCore selects the right model and architecture for each scenario — never locking enterprises into one platform.
Multimodal Data Understanding
Enterprise Knowledge & RAG
AI Agent & Skills
Enterprise System Integration
Security & Governance
Models are only the foundation. Enterprise data, business processes, industry rules and continuous operations are what make AI truly generate value.
Connecting AI Technology with Real Enterprise Business
Start from the business problem
We do not start by selling a fixed product. We first understand the enterprise's real problems, processes and goals.
Go beyond strategy and reports
EvoCore not only provides AI strategic advice but also participates in data preparation, prototype development, system integration and actual deployment.
Complex industry project experience
The team has accumulated AI application experience in accounting, legal, KYC, medical claims, enterprise customer service, international business development, training and sports.
Multi-model and private deployment support
Select appropriate models and technical architecture based on enterprise data security, cost, accuracy and deployment requirements.
Emphasis on Human-in-the-Loop
In high-stakes scenarios such as finance, legal, compliance, healthcare and audit, we establish human review, exception routing and evidence tracking mechanisms.
Continuous enterprise Skill development
As business changes, continuously add new Agents, Skills, rules and system connections so AI capability keeps expanding.
Chinese AI capability combined with global markets
Using Singapore as an international business platform, connecting China's AI R&D capability with real enterprise needs in Southeast Asia, Australia and other markets.
Start from One High-Value Scenario
AI Discovery Workshop
Enterprise AI Opportunity Workshop
For enterprises that want to understand AI opportunities but have not yet identified a specific project direction.
AI Readiness Assessment
Enterprise AI Readiness Evaluation
Comprehensive assessment of the enterprise's data, systems, processes, staff and management mechanisms.
FDE Pilot Project
Focused Pilot Deployment
Select one scenario with clear value and good data conditions; complete AI prototype and limited deployment using real data. Typical cycle: 4–12 weeks.
Embedded FDE Service
Long-term Embedded FDE Service
The EvoCore FDE team continuously participates in enterprise AI capability building, progressively developing AI capabilities across departments and business scenarios.
AI Diagnosis → POC Validation → Department Deployment → Enterprise-wide Expansion → Continuous FDE

Which AI scenario should your enterprise start with?
Start from one high-value, verifiable business problem. Build the first success case in a real scenario, then expand gradually. EvoCore can help identify the best AI project to launch first.








