From SAP Complexity to Business AI

LCP AI connects clean core, transformation and governed AI in one continuous platform from discovery to production.

LCP AI is Lemongrass’s proprietary AI platform and the intelligence layer that supports every engagement. It automates the work of understanding, rationalizing, and transforming your SAP landscape, so AI use cases can be deployed now instead of deferred to a phase that may never happen.

LCP AI Platform

Three integrated layers. One continuous platform.

LCP AI operates across three integrated capability layers:

  • A Clean Core Foundation removes the barriers to AI
  • The Transformation Engine activates AI-enabled change
  • The Agent Harness governs agents in production

Clean Core Foundation

Clean Core Foundation automates analysis and rationalization of your SAP custom code estate. It identifies every ABAP object, maps dependencies, produces WRICEF inventory, applies 6R dispositions: retire, rehost, refactor, retain, replatform, and repurchase, and generates AI-readable As-Is specifications.

  • Custom ABAP knowledge graph
  • WRICEF identification: genuine gap vs SAP native tooling
  • 6-R disposition recommendations
  • AI-generated As-Is functional specifications
  • Dependency mapping and prioritised remediation roadmap

Transformation Engine

Transformation Engine executes the remediation roadmap. It rewrites ABAP to clean core standards, generates BTP-ready extensions, and builds integration flows from plain language. It connects dispositions to live SAP processes through AI-generated agents.

  • ABAP code modernization to clean core standards
  • AI-built BTP integrations: iFlows from plain language
  • Process discovery and mining across ECC and S/4
  • Joule + RAG over your SAP data estate
  • ABAP build, unit test and validation

Agent Harness

Agent Harness is the governed production layer. It deploys, monitors, and governs AI agents continuously through 24/7 output monitoring, drift detection, human-in-the-loop triggers, and continuous audit packs for boards and regulators.
  • 24/7 agent output monitoring and drift detection
  • Human-in-the-loop threshold triggers
  • Board-ready continuous audit packs: what each agent decided, why, and when
  • AI Credit consumption governance
  • SAP domain context and prompt management

LCP AI runs through a single continuous engagement, from discovery to governed production. Forward Deployed Engineers work directly in your environment, not from a remote framework, and the output of each stage feeds directly into the next.

01. Discover: board-ready business case in under six weeks

FDE consultants identify where AI can create measurable value in your SAP context before any technology commitment is made. The assessment is delivered through three tightly scoped phases:
  • Explore (2-3 days): Prioritized longlist, initial value hypotheses
  • Discover (1-2 weeks): 3-5 validated use cases with quantified business cases
  • Design (2-4 weeks): Complete agent spec, architecture design, implementation roadmap

Outputs: WRICEF inventory, custom object inventory, executive summary, discovery workshop.

02. Deploy: Validated use cases to production agents on BTP

The discovery output feeds directly into LCP AI, with no separate project or phase two budget cycle. AI can be activated on ECC today and during the RISE migration window, so you arrive on S/4HANA with AI already running.

03. Govern: Agents monitored from day one via Agent Harness

Many partners deploy and move on. Lemongrass governs agents in production continuously through 24/7 output monitoring, drift detection, and automatic human-in-the-loop triggers when outputs cross defined thresholds. Continuous audit packs provide board-ready evidence of what each agent decided, why, and when.

04. Sustain: Outcomes maintained through Agentic Ops managed service

Prompt tuning, model updates, and performance improvement are managed continuously through Agentic Ops. Delivered as module 7 of the RISE Ready managed service framework, it is introduced from year two once agents are in production, helping outcomes improve over time without adding effort for your team.

You do not need to be on S/4HANA or fully clean core to begin using AI. AI performs better on a cleaner core, but it is not a binary gate. LCP AI capabilities are accessible from your current SAP position.

SAP position Recommended starting points
Still on ECC
  • Rapid Prototype on BTP: business idea to working app in hours
  • Joule + RAG: natural language across your ECC data estate
  • AI-built integrations: iFlows from plain language
  • Intelligent email automation: classify, route, and act against SAP transactions
  • Event-driven agents at hypercare: war rooms eliminated at go-live
  • Clean Core Foundation assessment: WRICEF inventory + 6-R dispositions
Moving to RISE
  • AI activated during migration window: arrive on S/4 with AI running
  • AI-built integrations: migrated and live before cutover
  • Joule CoPilot: natural language SAP from go-live day one
  • Event-driven go-live agents: hypercare-ready before cutover
  • Month-end AI agents: close process redesigned from the start
  • RISE Advisory: LCP AI maps what’s clean, what needs work, and what’s at risk
Already on S/4HANA
  • Month-end AI agents: close cycle compression
  • Invoice processing and three-way match: automated handling
  • Transport optimization: ML-driven freight scoring in SAP TM
  • Joule CoPilot: no transaction codes required
  • Intelligent email automation: reduction in manual handling
  • Continuous clean core governance: prevent technical debt returning
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