The Business Calibrator of the AI Era
OntiCards FDE redefines the work paradigm of Forward Delivery Engineers — letting AI handle the mechanical workload while people focus on the business judgment only humans can do well.
From "humans do everything" to "AI drafts, humans ensure business precision" — this is not the death of a role, but the elevation of its value.
How We Work
AI Generates Drafts
AI auto-identifies business schemas, generates data card drafts, and auto-discovers relationships.
- System cold-start in days, not months
- Auto-generates enterprise-wide semantic data map
- Auto-accumulates business objects and relationship networks
- Dramatically reduces upfront modeling effort
FDE Deep Calibration
Focus on business precision — calibrate AI output to ensure the system truly fits your enterprise.
- Calibrate card semantics, unify enterprise terminology
- Clean erroneous relationships, configure permission baselines
- Define business rules and exception handling strategies
- Review self-evolution output to ensure business correctness
Incremental Iterative Delivery
No one-shot global modeling — adopt a progressive approach of ship, calibrate, grow.
- Deliver one business domain's Agent + skills first
- Expand to the next domain after it works
- Continuously optimize semantics, refine new skills
- Local iteration without disrupting the whole ecosystem
Agile Iterative Delivery
Rapid Cold Start
AI auto-identifies schemas, generates data card drafts, and discovers relationships. Project starts in days — no lengthy upfront research needed.
FDE Business Calibration
FDE focuses on business precision: calibrate card semantics, unify terminology, clean erroneous relationships, configure permission baselines — ensuring AI output fits business reality.
Incremental Delivery
Deliver one business domain's Agent + skills first, then expand. Ship, calibrate, grow — reducing one-time investment risk.
Business User Participation
Empower business users to self-configure skills and adjust Agent parameters, reducing ongoing FDE dependency and letting the business truly "own" the system.
Self-Evolution + Human Review
System auto-optimizes semantics and refines new skills. FDE reviews self-evolution output to ensure business correctness. The system gets smarter with use; ops costs decrease.
Four Core Work Domains
Mechanical work goes to AI; FDE focuses on the business judgment only humans can make.
Data Semantic Layer Delivery
Research business terminology, unify enterprise dictionary; calibrate AI-generated data card field definitions; clean erroneous semantic relationships, distill valid relationship cards; partition data spaces, configure permission baselines, govern data quality.
Skill Library Delivery
Map enterprise SOPs, tacit business experience, role know-how; integrate external systems via MCP/API, package standardized executable skills; define skill risk levels, exception flows, business constraints.
Agent Ecosystem Delivery
Split role-based Agents aligned with enterprise org structure; bound each Agent's data, skill, and business decision boundaries; set automation thresholds, approval red lines, exception fallback strategies.
Continuous Iteration & Governance
Track business changes, iterate card semantics, update skills, adjust Agent permissions; review self-evolution output for business correctness; empower business users to self-configure, reducing ongoing ops cost.
Core Advantages
Incremental Iteration
Ship, calibrate, grow — not one-shot global modeling
AI-Assisted Drafts
AI generates drafts, FDE ensures business precision
Human-AI Collaboration
AI handles mechanical workload, FDE focuses on business precision
Low-Risk Changes
Local iteration without disrupting the whole ecosystem
Fast Delivery
Rapid cold start, continuous optimization, lightweight delivery
Complete Ecosystem
Deliver data cards + Agent ecosystem + skill library as a complete digital twin
Business Self-Service
FDE empowers business users to self-configure
Decreasing Costs
Self-evolution + FDE review + self-service — ops costs keep dropping
Deliverables
Data Card System
AI-generated + FDE-calibrated enterprise-wide semantic data map and addressing system.
Domain Agent Ecosystem
Role-aligned intelligent agents, each with clear data / skill / business boundaries.
Skill Library
Standardized atomic capability packaging of enterprise SOPs, system operations, and business experience.
Event-Driven Digital Twin Ecosystem
Agent autonomous decision-making and execution business running system.
Self-Evolution Governance Capability
System gets smarter with use, continuously optimizing semantics and refining new skills.
Business Self-Service Configuration
Empower business users to make lightweight adjustments, reducing long-term FDE dependency.
No heavy upfront investment — AI handles the mechanical workload, FDE focuses on business precision
Delivery cycle shortened by 70%+, project failure risk significantly reduced