Flagship solution — AI Operations for SAP Integration Suite

The agentic AI platform for enterprise operations.

Autonomous agents that monitor your systems, diagnose failures, remember every fix, and ship changes safely. Shipping today for SAP Integration Suite — built to extend across the SAP estate and beyond. Operations that rise from every failure.

6 AI providers, zero lock-in 30+ operations as AI tools AES-256-GCM · SSO · RBAC
Platform architecture
CAPABILITIES AI CORE SOLUTIONS Autonomous agents Memory & RAG NL analytics Governed delivery Lagentic AI Core AVAILABLE NOW AI Ops · SAP Integration Suite ROADMAP AI Ops · SAP S/4HANA
Autonomous agents
Memory & RAG
NL analytics
Governed delivery
Lagentic AI Core6 AI providers with failover · MCP tool packs · policy, PII redaction & audit
Available nowAI Ops · SAP Integration Suite
RoadmapAI Ops · SAP S/4HANA
PLATFORM CAPABILITIES → AI CORE → SOLUTION PACKS
Runs with your stack — six AI providers, zero lock-in
SAP Integration SuiteOpenAI GPT-4oAnthropic ClaudeAzure OpenAIGoogle GeminiGrokGroq LLaMA · MixtralPostgreSQLDocker ComposeKubernetesNGINX + SSLAzure · AWS · DigitalOceanGitLab artifact storeEntra ID · Okta · Auth0 SSOSAP Integration SuiteOpenAI GPT-4oAnthropic ClaudeAzure OpenAIGoogle GeminiGrokGroq LLaMA · MixtralPostgreSQLDocker ComposeKubernetesNGINX + SSLAzure · AWS · DigitalOceanGitLab artifact storeEntra ID · Okta · Auth0 SSO
Platform capabilities

Five capabilities enterprises buy separately — unified.

One intelligent layer over your operations estate — the same platform beneath every Lagentic solution.

01

Monitoring

Real-time operations health — errors, certificates, performance, and queues.

02

Autonomous agents

Agents that diagnose, remember, and resolve operational failures.

03

NL analytics

Ask questions in plain English and get validated, written answers.

04

AI dev toolkit

Generate and review integration code, and diff messages across formats.

05

Release Hub

Promote Dev → QA → Prod with an AI quality gate and audit trail.

Why Lagentic

What sets it apart from point tools

Agents that learn from every incident

Agent Memory + RAG surfaces past fixes automatically the next time a similar failure occurs. The platform gets smarter with every resolved error.

Ask your operations anything

Plain-English analytics turns "which workflows failed most last week?" into a validated SQL query and a written answer. No SQL, no dashboards to build.

Proactive, not reactive

An autonomous agent hunts for error spikes, silent flows, and performance drift every 15 minutes — surfacing problems before users report them.

AI quality gate before every release

The Release Hub reviews code, process models, and config for security and design flaws before a change is ever promoted to production.

Six AI providers, zero lock-in

OpenAI, Anthropic, Azure OpenAI, Google Gemini, Grok, and Groq — with automatic failover and per-task cost optimization.

Privacy by design

PII is tokenized before any payload reaches an LLM, a report, or the database. Enterprise data never leaves the trusted boundary in the clear.

The numbers

Proof points, not promises

6
AI providers, with failover
30+
operations as AI tools (MCP)
10+
SSO identity providers
15 min
proactive scan interval
AES-256
GCM credential vault
WCAG
2.1 AA accessible

See it run on your systems.

Bring a real failure from your estate. We'll show Lagentic diagnose it, recall a past fix, and recommend a resolution — live.

The platform

One intelligence core, every operation

From the AI core to the Intelligence Center, every layer is built to catch problems early, explain them clearly, and get smarter over time — the same platform beneath every Lagentic solution, shipping today in the flagship SAP Integration Suite offering.

AI intelligence core

The engine behind every agent

Multi-provider AI

OpenAI, Anthropic, Azure OpenAI, Gemini, Grok, and Groq behind one framework — with a circuit-breaker for automatic failover and cost-optimized selection per task.

MCP tool suite

Solution packs expose domain operations as AI-callable tools — the flagship pack ships 30+ SAP Integration Suite operations across six categories, letting agents read errors, pull process models, and check certificates, not just chat.

Autonomous agents

A multi-agent architecture — CPI iFlow, Material Master, Escalation, Proactive Monitoring, and Email agents — running reactively, on schedule, interactively, or in batch.

ReAct assistant

A reasoning-and-acting loop chains tool calls — fetch the error, find similar past errors, pull the health trend — then returns a root cause and fix with a confidence score.

Smart deduplication

AI-normalized dedup collapses duplicate errors across formats, time windows, and restarts. One real problem shows up once — with a diagnosis attached.

Intelligent error analysis

AI-driven root-cause analysis and resolution recommendations on every failure — cutting through alert noise to what actually needs a human.

app.lagentic.ai/assistant
product preview
Why is OrderToCash_iFlow suddenly failing?
get_error_detailssearch_agent_memoryget_health_trend
ReAct assistant
Failures started 06:40 UTC, all with SSLHandshakeException on the SFTP receiver. Agent memory has 2 matching past incidents — both were an expired KeyStore certificate. The cert sftp_partner_prod expired yesterday. Fix: renew and redeploy the KeyStore entry; the flow needs no changes.
confidence 0.94 · 3 tool calls · evidence attached
THE REACT MULTI-STEP ASSISTANT · REASON + ACT LOOP WITH AGENT MEMORY
The learning layer

Agent Memory & RAG — the phoenix part

Every failure the platform resolves becomes fuel. Institutional knowledge stops walking out the door — each fix is reusable intelligence, applied automatically.

Persistent memory

A knowledge base of past errors and resolutions — issue, steps, iFlow, category, confidence, and runtime evidence.

Semantic search

Embedding-based similarity finds relevant past fixes even when the wording differs — no separate vector database to run.

Closed-loop learning

The CPI agent injects relevant past resolutions before analysis, then writes new findings back after. It measurably improves as it runs.

iFlow change detector

Snapshots and diffs running iFlows, then correlates "what broke" with "what changed" — automatically.

Monitoring

See failures the moment they happen

Real-time error tracking

Live monitoring of integration-flow health with automatic failure detection — not when a downstream process breaks.

Certificate monitoring

Tracks KeyStore expiry with daily notifications — preventing the classic outage from a silently expired certificate.

Performance & JMS health

Response-time, throughput, and capacity tracking, plus JMS broker status and at-risk-queue detection.

PII redaction

Typed, per-record-consistent tokens replace sensitive data before any payload reaches an LLM, report, or database.

Analytics

A purpose-built view for every stakeholder

Six analytics tabs served entirely from PostgreSQL — dashboards load instantly because they never wait on SAP.

TAB 01 · OVERVIEW

Executive KPIs

Total messages, success rate, processing time, active errors, health gauge, top failing flows, JMS health.

TAB 02 · AI INSIGHTS

Narrative insights

AI-generated insights and proactive recommendations, written in plain language.

TAB 03 · ASK

Natural-language query

Plain-English questions become validated SQL and a written answer — no report request required.

TAB 04 · TRENDS

Trends & percentiles

Error-rate trends, P50/P90/P95/P99 processing time, and a day-of-week × hour error heatmap.

TAB 05 · DEEP DIVE

Per-flow detail

Flow health matrix, top error types, and a paginated error-detail table.

TAB 06 · PERFORMANCE

Capacity & certs

Component status, capacity gauge, certificate-expiry timeline, and per-component usage.

Intelligence Center

Statistics, scoring, and runbooks in one hub

Integration Health Score

A composite 0–100 KPI weighting SLA compliance, anomaly-free rate, and design quality — one defensible number for the board deck.

Anomaly detection

Z-score detection at ≥ 2.5σ against per-weekday/hour baselines — catching what fixed-threshold alerts miss.

Correlated incidents

Groups flows failing in the same window into one incident with a shared root-cause hypothesis. Alert storm to plan.

Design quality scoring

Every iFlow scored across five dimensions (0–100) — automated code review at a scale no human can audit manually.

AI-generated runbooks

Diagnostic playbooks auto-built from historical patterns, each with a confidence score and numbered steps. Cuts MTTR.

Dependency map

Extracts iFlow → endpoint connections across 10 connection types. Answers "what breaks if this system goes down?" instantly.

This is the "monitor & diagnose" half.

The other half is shipping changes safely. See how the Release Hub governs every promotion to production.

Release Hub

Ship changes with confidence

The platform's governed delivery capability — an end-to-end promotion pipeline with an AI quality gate, separation of duties, and an immutable audit trail. Shipping today for SAP Integration Suite artifacts.

Dev
draft · in progress
AI quality gate
Groovy · BPMN · config
Approval
N-of-M · no self-approve
QA
deploying · in QA
Prod
approved · released
Full lifecycle: DraftIn ProgressIn ReviewApprovedDeployingIn QAReleased
app.lagentic.ai/release-hub
product preview
RELEASE PACKAGE · RP-118
Billing Interfaces — July drop
In review
DEV ✓QA · deployingPROD
TR-2094 · 3 artifacts in transport
Integration Flow · OrderToCash_Billing v2.4
Value Mapping · TaxCodes_EU v1.9
Script Collection · Common_Utils v3.1
AI quality gategroovy · bpmn · config
warnGroovy: broad catch(Exception) in TaxCodes mapper — narrow the handler
infoBPMN: retry policy unset on SFTP receiver, inheriting tenant default
passNo hardcoded credentials · no expired certificate references
✓ No blocking findings — eligible for approval (2-of-3 quorum · no self-approval)
THE RELEASE HUB PIPELINE VIEW · AI GATE FINDINGS FEED THE RELEASE DOSSIER

Governed pipeline

A package-centric model where Release Packages own the transport path and Transport Requests carry artifacts through configurable environment chains.

AI quality gate

Automated pre-deployment review of Groovy, BPMN, and config. Findings are severity-ranked; blocking findings stop the release before production.

Approval & separation of duties

Submit → AI review → manager approval, with N-of-M quorum, enforced no-self-approval, and scheduled deployment freeze windows.

Immutable audit ledger

An append-only log records every transition. Every deployment commits artifact ZIPs and config to Git — what was tested is what ships.

Mock or live execution

Rehearse the full pipeline in mock mode against a mock SAP client — zero production risk — or run real OAuth2 OData transports in live mode.

CAB-ready release notes

Auto-generated markdown notes assembled from transports, artifacts, gate findings, and deployment history. The tedious step, gone.

Developer productivity

The AI-assisted Transformer

An on-demand senior architect for every developer — generating, reviewing, and validating integration code.

Groovy & XSLT generation

Production-ready scripts and stylesheets from natural-language specs, reviewed in an embedded Monaco (VS Code-style) editor.

Multi-format diff

Side-by-side diff with normalization across JSON, XML/C14N, CSV, PSV, TSV, and text — 100% match for semantically equivalent messages.

iFlow design review

Submit a flow for an AI-powered design review and receive a structured assessment report — a second opinion, on demand.

Enterprise-ready from day one

Governed, auditable, reproducible.

Everything a change-advisory board asks for is built in — not bolted on after the demo.

Security & compliance

Enterprise-grade, private by design

Sensitive data never leaves the trusted boundary in the clear, credentials are never stored in plaintext, and every action is logged. Built for F500 security reviews.

PII redaction · tokenization

Payloads are tokenized before AI ever sees them

Raw payload
{
  "name": "Jane Doe",
  "email": "jane@acme.com",
  "iban": "DE89 3704 0044…"
}
Sent to LLM · report · DB
{
  "name": <NAME_1>,
  "email": <EMAIL_1>,
  "iban": <IBAN_1>
}
Type-preserving · per-record-consistent · idempotent · irreversible — 11+ entity types across XML & JSON

Credential vault

AES-256-GCM with PBKDF2 (480,000 iterations). One master key, multiple key sources (Azure Key Vault, AWS Secrets Manager, env, file), seamless rotation. Encrypted files are safe to commit.

Enterprise authentication

Stateless RSA JWT (RS256, 2048-bit), PBKDF2/bcrypt password hashing, secure sessions, and forced password change on first login.

SSO · 10+ providers

Full OIDC and SAML 2.0 for Entra ID, Google Workspace, Okta, OneLogin, Auth0, Keycloak, JumpCloud and more — with PKCE, JWKS validation, and Just-In-Time provisioning.

Role-based access control

Admin / Manager / User roles govern every page and action, extended by a Job Functions system mapping users to specific dashboard tiles.

Immutable audit logging

Activity tracking across 8 log types, plus cache management, health monitoring, and config live-reload — a complete compliance trail with zero-downtime changes.

Email security gateway

SPF, DKIM, and DMARC verification combined into an AI-driven security score — blocking spoofed mail before it triggers any automated action.

Specifications

The security spec sheet

Encryption
AES-256-GCM + PBKDF2 (480,000 iterations); RS256 JWT (2048-bit RSA)
SSO providers
10+ via OIDC and SAML 2.0, with JIT provisioning
PII entities
11+ types including field-aware names & addresses in XML and JSON
Audit log types
8 (monitor, processor, launcher, transformer, assistant, insight, RAG, dashboard)
Accessibility
WCAG 2.1 AA
Deployment
Docker Compose + NGINX/SSL on Azure, AWS, DigitalOcean, or Kubernetes

Ready for your security review.

We're happy to walk your security and compliance teams through the vault, tokenization, and audit architecture in detail.

Offerings

One platform. Solutions for the systems you run.

Lagentic solutions package the platform's agents, memory, and governance for a specific system — here's what's shipping today, and where the platform goes next.

Available now

AI Operations for SAP Integration Suite

The flagship Lagentic solution: monitor, diagnose, and safely ship your SAP CPI / Integration Suite estate. Autonomous agents with memory, natural-language analytics, an AI dev toolkit, and the governed Release Hub — everything on this site, shipping today.

MonitoringAgents + MemoryAsk AnalyticsAI dev toolkitRelease HubEnterprise security
app.lagentic.ai/analytics/overview
product preview

Integration Overview

Range 7d · 24h · 30d · 90d
1.24M
Messages
▲ 4.2% vs prior
98.6%
Success rate
▲ 0.3 pts
1.9s
Avg processing
▼ 210ms
7
Active errors
2 correlated
Message volume · errorsmessageserrors

AI Insights

sample data
INSIGHT

Error concentration: 78% of this week's failures trace to two flows — OrderToCash_iFlow and Invoice_Dispatch — sharing one root cause: an expiring SFTP certificate chain.

RECOMMEND

Act before Friday: renew sftp_partner_prod (9 days to expiry) and enable the retry policy on the SFTP receiver to absorb transient handshake errors.

Which iFlows failed most last week?
Which iFlows failed most last week? What's my P90 processing time trend? Any certificates expiring this month?
SAMPLE OUTPUT

Error heatmap · day × hour

UTC · sample
P50
1.1s
P90
2.1s
P95
3.4s
P99
4.8s

Per-flow health

sample data
iFlowMsgs 7dSuccessStatus
OrderToCash_iFlow412k96.1%attention
Invoice_Dispatch238k97.4%attention
MatMaster_Sync187k99.2%healthy
Pricing_Vistaar_Out141k99.6%healthy
HR_SFSF_Delta96k99.9%healthy

Capacity & certificates

sample data
Tenant capacity
62%
sftp_partner_prodexpires in 9 days
oauth_signing_keyexpires in 22 days
ariba_tls_clientvalid · 148 days
b2b_partner_mtlsvalid · 291 days
0
Health · Healthy
SLA COMPLIANCE · 50%
ANOMALY-FREE · 20%
DESIGN QUALITY · 30%
proactive_agent · samplez ≥ 2.5σ
THE 6-TAB ANALYTICS OVERVIEW · INTELLIGENCE CENTER HEALTH SCORE · PROACTIVE AGENT FEED

Next on the platform roadmap: AI Operations for SAP S/4HANA — the same agents, memory, and governance, applied to the core ERP. Solution packs are built to extend across the SAP estate and other business systems.

Inside the flagship

Purpose-built for each team

Every stakeholder in the integration lifecycle gets the view — and the outcome — that matters to them.

Integration Manager
Health ScoreSLA complianceCorrelated incidentsOverview tab
"One number and one screen for the health of my entire integration estate."
Integration Specialist / Developer
Agent MemoryReAct AssistantAI TransformerRunbooks
"AI does the tedious diagnosis and scripting so I solve problems faster."
DevOps / SRE
Proactive agentCertificate monitoringCapacity gaugeDependency map
"I find and fix issues before they page me."
Release / Change Manager
Release HubAI quality gateApproval workflowAudit ledger
"Governed, auditable releases without the manual overhead."
Security / Compliance
PII redactionCredential vaultSSO & RBACAudit logging
"Enterprise security and compliance are built in, not bolted on."
Business Stakeholder
Ask AnalyticsSuccess-rate trendsCost analytics
"I get answers in plain English without waiting on a report."
IT / Platform Owner
Multi-provider AI + failoverModel-usage cost analyticsComponent usageCloud deployment
"Flexible, cost-controlled, and it drops into our existing stack."

From alert storm to answer.

Whatever your role, the fastest way to see the fit is a live run on your own integrations.

Contact

Book a demo

Bring a real integration failure or a workflow you'd rather not run by hand. We'll show Lagentic diagnose, recall a past fix, and recommend a resolution on a live run.

Tell us about your SAP Integration Suite estate — or the system you'd want agents on next — and we'll set up a demo tailored to it.

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