Monday's Musings: Future of ERP In An AI Age
Modernization of ERP Moves Beyond Just Agents
While all the buzz in AI is focused on agentic ERP, one can’t just slap on an agent to the core system and expect it to smoothly deliver an AI-enabled ERP without glitches as many AI evangelists and startups would love to tout. Modernization requires both the continuous investment in the core while applying the benefits of agentic AI. Early business and technology leaders have shown that expertise in AI is rapidly becoming a commodity. However, the hard work of connecting the dots, understanding the business logic, and delivering on the last mile requires deep experience.
Why? The core systems of record inside organizations represent a major foundation for the Agentic ERP revolution not a replacement. Adding agents is not enough for modernization. In fact, these ERP systems have defined and durable moats such as:
- Data – systems of record are not easily replaced and represent a significant core of the business information and logic.
- Distribution –vendors have direct distribution via SaaS delivery models and defined global system integrator channels.
- Relationships - The direct nature of sales and the accountability of executive sponsors, client success managers, and support staff bolster the “soft” moats in market.
- Experience – each vendor provides a unique value proposition in market size, industry, geographies, and customer profiles.
Trends Forecast A Machine to Machine World Ahead
Constellation forecasts seven big trends for ERP for 2027 and beyond that reflect a more machine based autonomous world
- Deterministic automation. Agents at their core are a logical grouping of function calls executed through complex cron jobs. The decomposition of workflows managed by agents is leading to an unprecedented level of deterministic automation.
- Probabilistic decision intelligence. Systems will improve in understanding how to replicate how humans move from data to decisions. The instrumentation and fine tuning of decision automation will collapse decision trees. When and where a human is inserted in the process will be the future design point.
- Composable architectures and ecosystems. Expect the gradual decomposition of monolithic systems. Smart agents will play a role through agile workflows, data integration, and continuance of context to break down functional fiefdoms and monolithic code. Expect deeper industry capabilities designed by value chains such as manufacturing, distribution, and retail.
- Operational and information technology convergence. Observability, situational awareness, and AI at the edges will bring OT and IT convergence to life. The impact on quality, supply chains, and safety will usher a new era of advancements.
- Security for a post quantum world. Systems are being designed with zero-trust security and end-to-end encryption for Y2Q scenarios. Data encryption must withstand AI scale security attacks.
- A shift back to on-premises. The rise of Open Claw type of systems has forced a hard re-examination of security protocols. Constellation expects a strong movement for more on-premises deployments and air-gapped environments in this post-AI security world.
- Death of UX, long live UX. With more machine to machine interactions, interfaces will have less humans, more auditability. Without the abdication of responsibilities, human in the loop must be able to identify how decisions have been made and take ownership of decisions. Efficient machine to machine interfaces will trump classical screen based UX as voice based and conversational UX rise as the UX medium of choice.
AI Innovations Will Build on ERP Backbone Not Replace It
The foundational ERP architecture delivers a strong foundation for mission critical reliability, transactional scale, auditability, compliance, and security.
Modernization requires more than agents. In fact, the future of ERP will see big shifts where shifts occur (see Figure 1):
Figure 1. Key Shifts in ERP Design
| Area | Traditional ERP | Modern ERP |
|---|---|---|
| UX | Screen based | Headless machine to machine |
| Decisions | Human-heavy | Machine-automated |
| Logic | Deterministic | Probabilistic |
| Data Models | Static schema | Ontology driven |
| Data | Large databases and tables | Microservices |
Source: Constellation Research, Inc.
The Bottom Line
Transactional systems of record or systems of transaction like ERP will require more than lightweight Agents for modernization. While many “experts” have forecasted the demise of these transactional systems, Constellation believes that these core systems will not only survive AI displacement, but also prove to be foundational to the Agentic AI revolution transforming businesses and fundamentally driving AI transformation.