A prompt edit ships with no safety net
Change a system prompt in production and there's often no record of what it looked like an hour ago — you're debugging from memory.
SolutionsRoll back a risky
Ship With Confidence
Roll back a risky
prompt change, instantly.
Every save creates a real, append-only version of your intent — prompt, schemas, guardrails, execution config. Compare any two versions, restore a prior one in one click.
Start with your domainKeep ownership and runtime context with the team that operates the capability.
Expose a clear contractIntegrate through a named intent instead of coupling product code to prompts.
Improve from evidenceTest and observe the same execution path your application calls.
Where teams get stuck
The prototype is easy. The operating model is not.
Production problems appear when prompts, provider logic, policy checks, and debugging are split across application services with no shared owner.
"What changed" is a guessing game
Without a real diff, comparing two prompt revisions means eyeballing two blocks of text side by side and hoping you spot the difference.
Rolling back means redoing work by hand
Reverting a bad change usually means manually retyping the old prompt from a Slack message or a half-remembered draft — slow, and error-prone.
Production pattern
A direct path from business outcome to callable AI.
LiyaEngine keeps the capability surface simple while the infrastructure behind it remains governed and observable.
01
Own the capability
Create a tenant-owned domain and define the intent contract your product needs.
02
Connect the context
Link knowledge, tools, model configuration, and policies without changing the application interface.
03
Test the behavior
Run representative requests, review structured output, and inspect the full execution path.
04
Operate with evidence
Use traces, evaluations, usage, and cost context to improve the capability after launch.
How LiyaEngine helps
Move infrastructure out of the product code path.
Every explicit save creates a new, immutable version — prompt, schemas, guardrails, and execution config captured in full, automatically, with no extra step.
Compare any version against its predecessor with a GitHub-style, field-level diff. Roll back to any prior version in one click — the restore itself becomes a new version, so you're never one mistake away from a dead end.
See the technical specTechnical foundation
Read the full Versioning reference
Append-only history, field-level diffs, one-click restore, and a cross-intent version feed.
Ready to make your changes reversible?
Create your workspace, define a domain, and build the first intent around the outcome your team owns.