ARIIA is now SERAA Axon. Agentic Reasoning Intelligence & Insights Assembly has joined the SERAA platform.
Same product, same roadmap, one name, existing contracts, APIs and deployments are unaffected.

 
 

Ask your company a question.
Get your company's answer.

The distance between a business question and a reasoned answer is now zero engineering.

Axon, Agentic Reasoning, Intelligence & Insights Assembly, sits on top of the systems that you already run. It connects 100+ sources, masters them into Golden Records, and enables any business user to ask questions in plain language and get an explainable answer with the reasoning chain attached.

See Axon in ActionPlatform Overview
SERAA Axon — one question, three retrieval methods, one chain
CDO / Analytics
BUSINESS QUESTION

“Which suppliers put Q3 delivery at risk, and why?”

 
SQL (Relational Data)
Open POs, delivery variance, ERP inventory positions.
210ms
 
Vector (Unstructured)
1,840 supplier contracts scanned for penalty clauses.
640ms
 
Graph (Relationships)
Tier-2 dependency traversal — 3 suppliers share one source.
380ms
ANSWER · FULLY AUDITED

Four suppliers at risk.

Three trace to a single tier-2 dependency invisible in any one system. Two have no penalty clause.

Audit trail: Attached
Evidence pack ›
 
Audit trail logged at every node · Full explainability preserved.
 
 
 
Know more about the product Explore Axon
100+Pre-built connectors
80%Less manual data effort
10xFaster time to insight
Day 1Insights from first connection

Data in a silo is mere storage. Connected data is intelligence.

The insights that your leadership needs already exist inside your systems. They are scattered across databases and departments that have never been connected into a single reasoning layer.

PROBLEM 01

Fragmented sources

Structured data in one system. Unstructured documents in another. IoT streams in a third. Knowledge relationships in no system at all.

Unconnected Systems
PROBLEM 02

Weeks to a report

Business users depend on BI teams. By the time the insight arrives, the question has already changed.

BI Bottleneck
PROBLEM 03

No cross-system reasoning

Tools stop at dashboards. They cannot connect the why across procurement, contracts, CRM and operational data simultaneously.

Isolated Dashboard
PROBLEM 04

Engineering bottleneck

Every new question means months of pipeline work, dedicated teams and custom integrations before the first answer.

Pipeline Delay

Model the business, connect it, master it, reason over it, converse with it.

Keep them in this order as it is the chronology of how Axon actually gets stood up.

The Intelligent Data Management Engine. NLP-driven data modelling with no coding: define the enterprise, its domains and entities conversationally, or upload process maps and data dictionaries and let Axon auto-generate the schema and ontology. It builds the initial Knowledge Graph mindmap from what you already have written down. What used to take months of data engineering now takes minutes of conversation.
100+ pre-built connectors, including SAP, Oracle, Salesforce, MS Dynamics, lakes and lakehouses, APIs, with multimodal ingestion across structured databases, PDFs and contracts, images, audio, and video. External signals from IoT, social, news, and market feeds come in the same way, and new formats onboard autonomously. Every system you already run becomes a part of one connected model.
Automatic Golden Records across systems, data-quality rules defined in plain English, and self-healing data with write-back to the source system. This is the pillar that competitors most often lack: reading from many systems is common, mastering them into a single trusted record and writing corrections back is not. Insights are grounded in a single, trusted version of the truth.
A Knowledge Graph with pre-built industry ontologies, and hybrid multi-step rules defined in natural language that combine SQL, vector semantic search, and graph traversal in a single flow. Administrators review, test, and activate rules in a sandbox before they go live, and every insight carries its full reasoning chain. You see the answer, the reason behind it, and the next best action.
Build dashboards by describing them in plain English. Any stakeholder queries the data directly with no BI developer in the loop, through chat or voice, with real-time widgets and the reasoning path visible per insight. Any stakeholder can ask a question and get a reasoned answer within seconds.

Connect. Model. Decide.

 
Connect
100+ sources, no migration

Structured, unstructured and external data ingested where it lives.

 
 
Model
Golden Records, one ontology

IDME builds the schema; AG-MDM masters and self-heals the data.

 
 
Decide
Explainable answers, closed loop

Reasoning Engine returns the answer and can trigger the next action.

Differentiators
Zero-engineering deploymentUI-driven config
Unified thinking layerOne coherent model
Hybrid reasoningSQL + vector + graph
Closed-loop intelligenceInsight → action → write-back
Truth-grounded AIVerified, not hallucinated
Components — SERAA Axon
Intelligent ArchitectModel by conversation
Universal Connectivity100+ connectors
Master Data SovereigntyGolden Records
Reasoning & Rule FactoryHybrid retrieval
Command CenterAsk in plain language

Numbers that prove why the business needs it.

Reported by Covasant from product benchmarks and customer engagements.

50–80%Reduction in time from data to decision across enterprise functions †
80%Reduction in pipeline engineering effort with zero-engineering connectivity †
~2 minTo activate a hybrid reasoning rule combining SQL, vector, and graph †
4 wksAverage from engagement start to live enterprise intelligence †

Straight answers on architecture, residency, and grounding.

Axon is deployable on your cloud tenant, AWS, Azure or GCP, or on-premise. Data never leaves your environment unless you explicitly configure external signals. All processing occurs within your defined infrastructure boundary.
No. Axon uses pre-trained foundation models and your Knowledge Graph. Your data is not used to train any shared model and never leaves your tenant.
Axon is additive. It sits alongside your SAP investment and enriches it, with certified connectors for S/4HANA, BW and legacy ECC. It reads from SAP and can write records back without disrupting existing processes.
Axon complements your lake rather than replacing it. Databricks processes data; Axon understands it, governs it, and answers business questions from it. Many customers run both, the lake as the pipeline, Axon as the brain.
That is the default state Axon starts from, and what AG-MDM exists for. It discovers the issues, applies quality rules you define in plain English, creates Golden Records, and improves quality continuously. Clean data is not a prerequisite.
First insight is available within days. Full production deployment with three to five connected sources typically runs four to eight weeks, against six to eighteen months for a traditional data-warehouse or AI-platform project.

Every source you own, resolved into one semantic model.

SERAA Axon architecture: structured systems — CRM, EAM, ERP, FP&A, HRM, SCADA — and unstructured sources — documents, images, audio, video, social media, news — feed a semantic engine and ontology that form an enterprise brain, surrounded by data onboarding, rule architect, data governance, conversational, analysis and insights agents, producing decision intelligence, KPIs, insights, next best actions and alerts.
Structured systems and unstructured sources resolve through one semantic engine and a shared ontology, the enterprise brain. Specialized agents read and write against that common model rather than against raw source systems, which is why two teams asking the same question get the same answer. What leaves the top is decision-grade: KPIs, next best actions, and alerts with the reasoning attached.

Axon is one of the four that's powered by SERAA. Here is where it sits.

Sense

SERAA Pulze

Signal your systems never recorded.
Evaluate · you are here

SERAA Axon

Reasoning across everything you own.

Remember

SERAA Synapse

Memory with a human in the loop.
Act

SERAA Cortex

The operating system for agents.

Bring one question that your data cannot answer.

We will connect enough of your estate to answer it, and show you the reasoning chain that got there.

Book a demo session