DEBCOR Engineering®
Sapphire 2026 · The Build Sheet

On May 11, 2026, SAP became a business AI company.

Every traditional SAP firm has been rebranding around that moment ever since. You are right to be skeptical of all of them.

DEBCOR started building production AI against SAP data in 2024 — mostly running outside the SAP system, in our own pipelines, against extracted SAP data. Data cleansing. Validation. Process discovery. Classification. Real workflows in real client environments. By the time SAP announced Joule Studio 2.0, Joule Work, the Autonomous Suite, and the AI Agent Hub at Sapphire 2026, those patterns had been running in our clients' SAP environments for over a year.

Multi-model by design — Anthropic Claude, OpenAI, Amazon Bedrock, and open-source models orchestrated for the job, because no single model is right for every SAP problem and the landscape has shifted every quarter for two years.

Our founder, Gareth de Bruyn, wrote the first ABAP textbook ever published, in 1996. He is the architect who has been building it since 2024.

Here is the build sheet.

What we've built & deployed— in production today
pairs with
What SAP announced at Sapphire 2026— availability tagged per SAP guidance

The Build Sheet. We've been on the road early.

Every row pairs something we've already deployed with the matching announcement from SAP's May 2026 Sapphire keynote. After SAP delivers each piece, our work and theirs become genuinely complementary — and you get a partner who's fluent in both from day one.
DEBCOR Today
What We've Built & Deployed
SAP Roadmap
Where SAP Is Headed Next
01 / 11The AI Platform foundation
Live in Prod

Multi-model AI orchestration layer with persistent memory

A production AI operating system running across enterprise SAP environments. Routes between Claude, GPT-class, and specialized models per task. Persistent agent memory via vector store — agents remember context across sessions, projects, and quarters. Built by SAP-certified Generative AI Developers on Anthropic Claude and Amazon Bedrock.

Claude OpusAmazon BedrockMulti-model gatewayPersistent memorySAP GenAI Developer Certified
GA Q3 2026

SAP Business AI Platform + Joule Studio 2.0

Unified platform announced as the foundation for all SAP agents, merging the AI foundation layer with Business Data Cloud and BTP. Joule Studio 2.0 enters customer hands beginning June 2026, with broad availability rolling through Q3 and Q4.

When SAP's Business AI Platform reaches your environment, our existing agents and memory layer plug directly into Joule Studio's context, governance, and orchestration model. Fluency from day one.
02 / 11Agent governance & observability
Live in Prod

Cross-vendor agent registry, audit trail and policy guardrails

Every agent action — tool call, model invocation, data access — is logged, tagged, and policy-checked before execution. Works across SAP and non-SAP agents because it sits above the model layer. DEBCOR leadership holds the SAP LeanIX Enterprise Architecture Consultant certification — the same platform SAP's AI Agent Hub is built on.

Cross-vendor auditPolicy enforcementSOC2-alignedSAP LeanIX Certified
GA Q3 2026

SAP AI Agent Hub (built on LeanIX)

Central command center to discover, manage, and govern SAP and non-SAP agents. Included in Business AI Platform at no additional charge. Targeted GA in Q3 2026 — currently the only announced cross-vendor governance layer in the SAP ecosystem.

When SAP AI Agent Hub becomes generally available, we'll already have audit, policy, and observability disciplines in place — making the migration to the SAP-native governance plane a configuration exercise, not a rebuild.
03 / 11Organizational memory & context
Live · Patent Pending

A memory layer that gets smarter every quarter

Our agents continuously learn from the documents, processes, specifications, and conversations that flow through an enterprise — accumulating context that compounds over time rather than resetting with each session. Patent pending. Already deployed in client environments.

Hybrid retrievalContinuous learningProduction-deployed
Preview · Signavio-based

SAP Company Memory

Built on the Signavio foundation. Knowledge management and context graph layer that learns from policy documents, process models, and team communications including chats and emails. Operationalizes tacit knowledge — but timeline to broad customer GA was not disclosed at Sapphire.

SAP Company Memory will bring tacit knowledge capture native to the Signavio stack. Our memory layer complements it — handling the agent runtime context while SAP handles the process knowledge fabric.
04 / 11AI-native integration architecture
Live · Patent Pending

AI-native integration that adapts instead of breaks

Agents discover, negotiate, and execute integrations against SAP and non-SAP systems on the fly — replacing brittle point-to-point mapping with adaptive contracts between agents and the systems they touch. Patent pending. Running in production today across multiple enterprise integration scenarios.

SAP Integration SuiteAdaptive contractsMulti-protocol
Preview · A2A Protocol

Joule Work — MCP & Agent-to-Agent (A2A) support

Joule Work adds an agentic harness with computer and file access, MCP, and A2A protocol support — the technical scaffolding for multi-agent orchestration across heterogeneous environments. Partnerships with Microsoft and Google announced for bidirectional agent interoperability.

SAP is rolling out the MCP and A2A protocol layer through 2026. Our patent-pending approach sits naturally inside it — so when SAP's protocol stack matures, our integrations don't need to be rewritten, they extend.
05 / 11Hyperscaler & foundation model strategy
Live in Prod

Multi-model, multi-cloud — Bedrock, Anthropic direct, Vercel AI

We were never single-model. Production workloads run across Amazon Bedrock (for enterprise governance and data residency), Anthropic's API directly (for Opus reasoning), and Vercel AI SDK for edge inference. Foundation model flexibility is the architecture, not a future option.

Amazon BedrockClaude OpusVercelMulti-cloud
GA Q3 2026 · Partner-Powered

SAP Business AI Platform — partnerships across the board

SAP announced foundation model partnerships with Anthropic (Claude as a reasoning layer for Joule), AWS (zero-copy data integration with Athena), Google Cloud and Microsoft (A2A interoperability), plus Mistral and Cohere for sovereign deployments. NVIDIA OpenShell as the secure runtime.

SAP's open, multi-model platform direction validates the architectural choices we made years ago. We're already certified and operational on the partner stack SAP is building around.
06 / 11Visual AI workflow orchestration
Live in Prod

n8n-driven AI workflow factory — already in client tenants

Our internal n8n pipelines power live sales intelligence, proposal generation, integration test orchestration, and client onboarding. Same engine SAP announced as a partner. Difference: ours is wired into production data, not a Sapphire demo loop.

n8nProduction pipelinesLive in client tenants
Partner Preview

n8n inside Joule Studio

Announced at Sapphire 2026: n8n becomes the visual AI workflow orchestration layer inside Joule Studio. A meaningful endorsement of n8n as enterprise-grade — and it confirms the architecture we already operate on.

SAP selecting n8n as the visual workflow layer inside Joule Studio validates the architecture we've operated on for years — and gives our clients a direct path into SAP-native orchestration when they're ready.
07 / 11AI-native delivery engineering
Live · Senior-Led

Codex, Claude Code & Opus inside the delivery loop

Our senior architects ship faster because they're paired with the best coding agents in the world — Claude Code for repository-aware engineering, Codex for parallel exploration, Opus for architectural reasoning. ABAP, BTP CAP, Node, Python, React. Same senior engineer, 10× output.

Claude CodeCodexClaude Opus 4.7SAP BTP
Implied · Partner Ecosystem

Joule Studio 2.0 PRD → code generation

The Sapphire demo showed Joule Studio 2.0 generating a PRD, technical specifications, workflow logic, evaluations, and orchestrating multiple agents — model-agnostic and contextualized to SAP semantics. SAP is investing €100M in the partner ecosystem for agent development.

Joule Studio 2.0's intent-driven, model-agnostic approach to building agents fits the way we already work. As SAP's partner ecosystem ramps, we're ready to build inside it from the first release.
08 / 11AI-accelerated ABAP modernization
Live in Prod

Claude Code + Codex pair-programming ABAP at 10× output

Our senior architects ship modernized ABAP faster because they're paired with the best coding agents in the world. Claude Code handles repository-aware refactors, Codex runs parallel exploration, Opus reasons through architectural decisions. Every commit reviewed by an SAP-certified senior before it hits production. Same senior engineer, ten times the throughput.

Claude CodeCodexOpus reasoningABAP / BTP CAPSenior-reviewed
GA Q3 2026

SAP-ABAP-2 foundation model

SAP announced SAP-ABAP-2, a foundation model trained on SAP's own ABAP corpus, shipping Q3 2026. Coding assistance grounded in SAP semantics. Once GA, clients will need to integrate it into existing workflows and retrain teams on the new tooling.

When SAP-ABAP-2 ships, it adds another model to the stack we already orchestrate. Our pipeline already routes between Claude, Codex, and specialized models per task — SAP's coding model becomes one more option, not a replacement.
09 / 11Autonomous data cleansing
Live · Patent Pending

AI Data Cleansing in production today

Patent-pending AI agent for SAP master data — machine-learning validation, standardization, and deduplication. Running today in client environments, cleansing legacy data before it reaches Migration Cockpit, after migrations, and on continuous cadences. Reduces design effort by 65–80 percent. Built on Anthropic Claude and Amazon Bedrock for enterprise governance.

Patent pendingClaudeBedrockProduction-deployed65–80% effort reduction
GA Q3 2026

SAP Domain Models for data reasoning

SAP Domain Models — foundation models trained on SAP's own metadata and business processes — reach GA in Q3 2026. They will improve how agents reason over SAP data structures. Native autonomous data cleansing tooling has not been announced as a standalone product.

When SAP Domain Models ship, our cleansing agents get smarter — they'll reason against SAP's native semantic layer alongside the patent-pending logic we've already proven in production.
10 / 11Agent governance & audit plane
Live in Prod

Production agent audit plane — built before SAP announced theirs

Every prompt, tool call, and agent decision in our client environments is logged, attributed, and replayable. Built before SAP announced AI Agent Hub. Governs Claude, GPT-class, and specialized models alongside MCP servers, with session-level observability and root-cause traces for failed agent runs. The same instrumentation we use internally — already deployed for clients.

Agent audit planeSession observabilityMulti-modelMCP governanceReplayable traces
GA Now / Q3 2026

SAP AI Agent Hub on LeanIX

SAP AI Agent Hub is GA now as a vendor-agnostic command center to inventory and govern agents, LLMs, and MCP servers. Built on SAP LeanIX. Full observability — session health, goal completion, tool-call correctness, root-cause analysis via SAP Cloud ALM — reaches GA Q3 2026.

SAP AI Agent Hub is the governance perimeter inside SAP. Our audit plane runs alongside it — extending governance to the agents and MCP servers operating outside SAP's perimeter, where most real enterprises live.
11 / 11Where we go beyond the suite
Proprietary

Readiness diagnostics that start a layer earlier

Proprietary instruments — already live on debcor.com — that diagnose an enterprise's true readiness to absorb agentic AI across data, process, governance, and culture, and classify organizations by adoption profile. The work begins before any agent is deployed, helping clients prepare the ground so SAP's autonomous suite lands well when it arrives.

Live web productsProprietary modelsProduction-deployed
Complementary

Complements the SAP roadmap

SAP's frame is the suite and the agents that operate inside it. Our readiness work runs alongside — preparing the people, data, and governance posture clients need so that, when each Sapphire announcement reaches GA, adoption is fast and the outcomes hold.

The Honest Answer

How this compounds when SAP ships.

We already know the stack SAP just announced. Joule Studio, AI Agent Hub, Company Memory, Business AI Platform — every layer of it. Our senior architects — each holding the full set of SAP architect-tier credentials, an unusual depth even for senior SAP firms — have been working in these architectural patterns for over two years. So when SAP's roadmap hits GA, there's no learning curve for our team. But we don't stop there. The stack we've built sits alongside SAP's — it gets your organization to those outcomes sooner than SAP's promise dates, and it lives beyond them as a complement that compounds your value realization quarter after quarter.

DEBCOR's stack →
Live in client environments. Gets you to outcomes sooner. Keeps compounding.
SAP's roadmap →
GA Q3 2026 through 2027. Joins your stack as it ships.
Together, your value compounds.
01
Outcomes sooner than SAP's promise dates.
Most of what SAP announced reaches GA between Q3 2026 and 2027. Our clients aren't waiting. We're delivering Joule-style outcomes — autonomous financial close, AI-driven order validation, agentic data cleansing — in production environments today, with the architecture we've been refining for years. When SAP ships their version, you'll already have the value in your P&L.
02
Lives alongside SAP's stack. Compounds your value.
SAP delivers AI inside SAP. Real enterprises run SAP plus Salesforce, Workday, Snowflake, ServiceNow, legacy ERP, custom apps, and a long tail of business systems. Our layer is multi-system, multi-cloud, and multi-model by design. The further SAP's roadmap progresses, the more our stack matters — because now there are more agent surfaces to govern, more MCP servers to register, and more outcomes to compound across quarters.
03
We already know everything SAP just announced.
Every architect-tier SAP certification SAP currently offers — Enterprise Architect, Solution Architect BTP, Data Architect BDC, and LeanIX. Holding all four in one person is unusual even for senior SAP firms. SAP LeanIX certified is the same platform SAP's AI Agent Hub is built on. Production agents on Anthropic Claude in SAP environments since 2024. When SAP's roadmap hits GA, there's no ramp-up. We're already fluent, already deployed, and ready to bring your environment along day one.

The short version: Hire us to get to SAP's promised outcomes sooner. Keep us as SAP delivers, because our complementary layer — cross-vendor governance, multi-system integration, compounding memory across engagements — makes your value realization larger, not smaller, every quarter SAP rolls forward.

The DEBCOR AI Stack · Production-Verified

The stack we're fluent in, today.

Every layer of the SAP Business AI Platform announced at Sapphire 2026 has a counterpart we already operate with. As SAP delivers, we connect the two — bringing your environment from where it is now to the autonomous enterprise SAP described, without a learning curve in the middle.

ReasoningClaude OpusArchitectural reasoning, multi-step agent planning, governance review
CodingClaude CodeRepository-aware engineering across ABAP, BTP CAP, and modern stacks
CodingCodexParallel exploration and refactor across complex codebases
HyperscalerAmazon BedrockEnterprise governance, model gateway, residency, audit
Workflown8nThe same visual orchestration engine SAP just embedded in Joule Studio
Edge / UIVercelEdge-deployed AI products and client-facing experiences
Memorypgvector + RAGPersistent agent memory with hybrid retrieval
IntegrationAI-Native BridgeAdaptive agent-to-system integration.
ProtocolMCP + A2AModel Context Protocol and Agent-to-Agent — open agent interoperability
GovernanceAgent Audit PlaneCross-vendor audit trail, policy enforcement, observability
Core SAPSAP BTP + BDCExpert competencies. SAP Gold Partner. #5 USA on PartnerFinder.
CertificationSAP GenAI DeveloperLeadership certified — SAP's credential for partners building on Business AI Platform

DEBCOR is the product-grade SAP partner  •  Three patents pending  •  Every architect-tier SAP credential SAP offers

SAP Gold · Build & Service Partner · #5 USA
30+
Years of SAP Delivery
All 4
SAP Architect-Tier Certs Held
Patents
Pending on Our Approach
Live
In Client Environments Today
Firm-level credentialsVerifiable on SAP PartnerFinder
Chief Architect's personal credentialsVerifiable on Credly
Architect-TierSAP Enterprise Architect
Architect-TierEnterprise Architecture Consultant — SAP LeanIXMaps directly to SAP AI Agent Hub.
Architect-TierSolution Architect — SAP BTP
Architect-TierData Architect — SAP Business Data Cloud
AI & EmergingSAP Generative AI DeveloperSAP's credential for Joule and Business AI Platform development.
TransformationBusiness Transformation Consultant
Project ManagementManaging SAP S/4HANA Cloud Private Edition Projects
Data CloudSAP Business Data Cloud
ProcurementImplementation Consultant — SAP Ariba Procurement
Frequently Asked

What CIOs are asking after Sapphire 2026.

What were the most significant AI announcements at SAP Sapphire 2026?

Three threads run through every SAP Sapphire 2026 keynote. First, Joule moved from copilot to autonomous agent orchestrator — Joule Studio 2.0 was announced and a fully managed runtime is targeted for Q3 2026 GA. Second, SAP committed publicly to open agent interoperability as a founding contributor to the A2A (Agent-to-Agent) protocol alongside Google Cloud. Third, the Generative AI Hub on BTP opened to a wide pool of foundation models, including Google Gemini 2.0 Flash, Flash Lite, Gemini 1.5, and Text Embedding Gecko, accessed through a single harmonised API. The animating concept tying it together is the Autonomous Enterprise — SAP's positioning that within three years, AI agents will run finance, supply chain, procurement, and HR processes end-to-end while humans focus on exception handling and strategy.

What is SAP's 'Autonomous Enterprise' vision — and is it real?

The vision is real and the platform is maturing — but it is not a single product you buy. It is a multi-year architecture: SAP Joule (the orchestrator), the SAP AI Agent Hub (governance and discoverability), the SAP Knowledge Graph (grounded business context), Joule Studio (custom agent authoring), MCP and A2A (open connectivity protocols), and SAP's Generative AI Hub (model access). Pieces are GA today (original Joule Studio, MCP support, A2A on BTP, Gemini in Generative AI Hub), others are in Early Adopter Care (managed Joule Studio), and some are still preview (full bidirectional A2A). The honest read is that the foundation works now for selected use cases, and the platform deepens through 2026–2027. The risk for SAP customers is not vapourware; it is sitting still while peers start building.

How is the SAP-Google Cloud partnership changing what's possible on BTP?

Three concrete things. First, model choice: Google Gemini 2.0 Flash, Flash Lite, Gemini 1.5, and Text Embedding Gecko are now selectable via SAP's Generative AI Hub harmonised API alongside SAP-hosted and other partner models — meaning Joule and custom agents can pick the right model per use case without lock-in. Second, multimodal RAG: Joule integrations with Google Video Intelligence (on-screen text detection) and Speech-to-Text (audio transcription) unlock retrieval over video and audio — for example, finding the specific moment in a training video that answers a Joule user's question. Third, open agent interoperability: SAP is a founding contributor to the A2A (Agent-to-Agent) protocol that the two companies launched together, ensuring agents built on either side can collaborate across vendor boundaries.

Do I need to wait for Joule Studio 2.0 to start building?

No — and waiting is the bigger risk. Original Joule Studio is GA, MCP support is GA, and A2A on BTP works today using SAP's open-source joule-a2a-agent-toolkit (it scaffolds an A2A-compliant agent in LangGraph or CAP, deploys to Cloud Foundry, and registers with Joule in one command). What Joule Studio 2.0 specifically adds is bidirectional A2A improvements and a fully managed runtime targeted for Q3 2026 GA — neither of which is required to start delivering value now. The teams that build their first Joule + custom-agent integration on the current stack will be the first to ship managed-runtime production scenarios when it lands.

How is DEBCOR already running what SAP just announced?

DEBCOR has been operating the open-source equivalent of SAP's announced stack — LangGraph for orchestration, MCP for connectivity, n8n for workflow design — in production with SAP customers since roughly 18 months before Sapphire 2026. That is the central thesis of this page: we are not selling a future you have to wait for. The same Generative AI Hub, AI Core, AI Agent Hub, A2A, and Knowledge Graph that SAP described are layers we have engineering experience integrating, governance frameworks designed around, and Catalyst-platform tooling to accelerate. When SAP Joule Studio 2.0 managed runtime is GA, our clients will migrate their existing agent estate onto it — they will not be starting from a slide deck.

What should I do now if I watched the Sapphire 2026 keynote?

Three moves, in order. First, audit your RISE with SAP entitlement — most organisations have Joule activation included and unused, and unlocking it is the lowest-friction starting point. Second, pick one high-volume, structured process (AP invoice matching, dispute resolution, IDoc routing, master data maintenance) and scope a 90-day pilot for a Joule + A2A agent grounded in your actual SAP data. Third, set up a governance baseline now — input validation, output policy, audit logging — so that when agent volume scales, the controls are already in place rather than retrofitted under pressure. DEBCOR offers all three as packaged engagements. The right time to start was the day before Sapphire 2026 ended.

The Bottom Line

SAP Sapphire 2026 changes how every customer runs.
The teams already building in this stack will move first.

If you watched the keynote and asked “who do we trust to take us there?” — that's the conversation we have every day.