RL Environments-as-a-Service

Train enterprise agents

Train enterprise agents

Train enterprise agents

where work actually happens

where work actually happens

where work actually happens

Deliver RL environments that mirror real enterprise work with real-world data, function-specific workflows, and SME-grounded tasks and rubrics.

The hidden infrastructure behind world-class AI models

The hidden infrastructure behind world-class AI models

The hidden infrastructure behind world-class AI models

What we provide

Four things that make an environment real

Four things that make an environment real

Most RL environments simulate one or two of these​. We deliver all four, and together they're hard for any players to replicate end to end.

01

Real anonymized enterprise data layer

Coherent, real company data that agrees across every connector — not synthetic.

02

SME-grounded workflows

Authored and validated by the experts who actually do the work.

03

Safe connector replicas

Production-grade tool surfaces, resettable and observable, with zero production risk.

04

Verifier-ready training signals

Every run produces a measurable, auditable reward.

Environments

Environments we've built

Environments we've built

Mirroring the real systems, data, and tasks of a specific domain

Mirroring the real systems, data, and tasks of a specific domain

  • Sales & Revenue Ops Agent · Opportunity-to-Cash

    An enterprise RL environment for sales and project management across seven apps — D365 CRM, PWS/PDP, Outlook, Teams, SharePoint, Workday, and Samay. Tasks span pipeline analysis, QBR prep, account briefs, deal-desk coordination, RFP responses, and handoff audits.

    8 connectors
    144 tools
    Quota-carrying seller · Rev ops

    Healthcare · EHR Clinical-Task Agent

    Software · Jira + Confluence clone

    BA Agent for a global logistics company

    Banking · Adversarial Dialogue Agent (RL-ADA)

    Abstract image
  • Sales & Revenue Ops Agent · Opportunity-to-Cash

    An enterprise RL environment for sales and project management across seven apps — D365 CRM, PWS/PDP, Outlook, Teams, SharePoint, Workday, and Samay. Tasks span pipeline analysis, QBR prep, account briefs, deal-desk coordination, RFP responses, and handoff audits.

    8 connectors
    144 tools
    Quota-carrying seller · Rev ops

    Healthcare · EHR Clinical-Task Agent

    Software · Jira + Confluence clone

    BA Agent for a global logistics company

    Banking · Adversarial Dialogue Agent (RL-ADA)

    Abstract image

Blog

Customer Stories

Proven results

with leading AI teams.

See how organizations use Centific’s data and expert services to build, deploy, and scale production-ready AI.

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