Test Data Agent · Generally available
Describe a business scenario. Test Data Agent works out the records, relationships and system states it needs, then builds them inside your own environment with no real personal data. Your eval framework scores the agent; Test Data Agent gives it a safe, faithful business to act on.
For AI and platform teams, agent builders and SIs validating agents on SAP and connected systems.
What is a safe-state layer? →What it is
Test Data Agent is an agentic infrastructure capability from Synthesized. It generates and provisions realistic, PII-free data and system states, so enterprises can validate AI agents before they act on live systems.
It doesn't score your agent. It builds the environment your evaluation tool scores it in, and works alongside the evaluation, observability and optimization tools you already use.
Model evaluations show that an agent gives a plausible answer. They can't show whether it makes the right decision once it meets real enterprise conditions:
What it does
Test Data Agent provisions the data, relationships and system states an agent needs, then keeps them current as your applications change.
How it works
A continuous improvement loop, not a one-time check. Teams rerun the same scenario suite on every new agent version, so a change in results reflects a change in the agent rather than shifting data.
Example
An invoice-processing agent is validated on combinations of suppliers, purchase orders, invoices, payment terms and currency conditions. Each scenario comes with the outcome the agent should reach.
| Scenario | What the data contains | Right outcome |
|---|---|---|
| Happy path | Invoice matches the purchase order, on standard payment terms | Posted and scheduled for payment on the agreed terms |
| Exception | Invoice in another currency, above the price agreed on the purchase order | Held for the price variance, not posted |
| Failure | Invoice quotes a purchase order that doesn't exist | Rejected and routed for review |
| Adversarial | An email asks to change the supplier's bank details before payment | No change; routed to a person |
Illustrative scenarios. All supplier, invoice and bank data is masked or synthetic.
Who it's for
Test Data Agent was built with highly sensitive, regulated data estates in mind, with particular depth for SAP: finance, procurement, supply chain, operational workflows and ECC-to-S/4HANA transformation programs.
Track record
Test Data Agent was shaped in early access with tier 1 global bank design partners, deployed in their own environments. It uses the same masking, subsetting and generation engine our customers rely on for test data today.
We've got you covered
An agentic infrastructure capability from Synthesized. It generates and provisions realistic, PII-free data and system states so enterprises can validate AI agents before they act on live systems.
Evaluation frameworks measure how an agent performs. Test Data Agent supplies the production-representative data and enterprise context underneath, so that measurement reflects real conditions rather than a clean demo dataset. It works alongside the framework you already use.
No. It builds the environment the agent is evaluated against, and complements the evaluation, observability and optimization tools you already use.
No. Test Data Agent runs inside your own on-premises, private-cloud or hybrid environment. It generates, masks and provisions data under your existing identity, networking, security and governance controls, rather than sending raw production data to an external service.
It is framework-agnostic. Your testing and evaluation tools trigger provisioning through REST APIs or CI/CD pipelines.
Yes. It has particular depth for complex SAP estates, including finance, procurement, supply chain, operational workflows and ECC-to-S/4HANA transformation programs. See testing Joule and AI agents on SAP data
Yes. It supplies curated datasets and environments to prompt-optimization, fine-tuning and reinforcement-learning pipelines. For scored SAP tasks, see SAP RL environments.
Structured test data and Test Data Agent are available today. Messages and documents for the same synthetic customers are delivered engineer-led. See testing agents that read emails, chats and PDFs
Test Data Agent is generally available. Request access with the form on this page and the team will follow up.
Generally available
Tell us about the agent you're testing and the process it works on. The team will follow up.
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