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Product Roadmap

DataGen started as a strong synthetic enterprise generator. The roadmap ahead is about growing it into a broader synthetic operating environment platform.

That means expanding not only the structure of an enterprise, but also the operational domains, behavior, and change over time that make an environment feel useful and believable.

Direction​

We are focusing on five themes:

  • broader domain coverage beyond the core enterprise model
  • realistic change over time instead of only point-in-time snapshots
  • easier scenario composition through stronger presets and archetypes
  • a clearer SDK and pack model for extending the platform
  • built-in quality and realism diagnostics

Recently Completed​

These roadmap foundations are now in the product:

  • [Complete] Domain packs DataGen now includes bundled first-party packs for ITSM, SecOps, and BusinessOps through the native scenario packs model.
  • [Complete] Temporal simulation foundation Generated environments can now include temporal events, drift, and snapshot-oriented export surfaces.
  • [Complete] Scenario productization Archetypes, persona presets, modern overlays, and an archetype-first wizard are now part of the authoring surface.
  • [Complete] Quality scorecards DataGen now emits structured quality reports, realism review outputs, and CI-friendly validation artifacts.

Now​

These are the areas of active near-term expansion:

  • [Active] Pack SDK hardening We are strengthening package scaffolding, validation, compatibility guidance, and contributor workflows so new packs can be built and maintained cleanly.
  • [Active] Realism hardening We are continuing to improve the realism of organization structure, policy surfaces, external relationships, repositories, and other enterprise layers.
  • [Active] Quality and acceptance loops Quality reporting is now built in, and we are continuing to refine heuristics, warnings, and flagship acceptance coverage.

Next In Execution Order​

These are the most likely follow-on investments after the next pack-focused phase:

  • [Planned] Richer environment simulation Continue moving from a strong foundational temporal model toward broader long-lived operational behavior, management-plane activity, and simulation depth.
  • [Planned] Broader operating-domain coverage Add more first-party pack patterns and stronger relationships between enterprise structure and operational domains.
  • [Planned] External ecosystem realism Keep improving how DataGen models partners, acquired companies, managed providers, and other enterprise relationships without flattening them into generic vendor nodes.

Later In Execution Order​

These are important longer-range platform investments:

  • [Queued] Contributor ecosystem Make it easier for internal teams and external contributors to publish, validate, and maintain reusable packs and supporting catalogs.
  • [Queued] Broader validation bundles Expand the set of flagship scenarios, review loops, and acceptance fixtures that ship with the product.
  • [Queued] Deeper management-plane coverage Continue broadening policy, device-management, identity-governance, and service-dependency modeling across the generated environment.

Status labels​

  • [Complete] means the foundational roadmap slice is now in the product.
  • [Active] means we are currently investing in the area.
  • [Planned] means it is next in the intended order of execution.
  • [Queued] means it is important, but follows the planned items above.

What this means for users​

The practical goal is simple:

  • easier scenario setup
  • broader dataset coverage
  • more believable outputs
  • more useful validation and demo environments

Guiding principle​

DataGen’s job is still to generate synthetic source environments.

It is not intended to become a collection of consumer-specific import adapters. The roadmap is about deepening the generated environment itself, while keeping downstream-system shaping outside the core product boundary.