Omega ToolsValidation Ops

AUDIT-GRADE VALIDATION FOR LLM CHANGES BEFORE DEPLOYMENT

Validate LLM changes before deployment, and preserve the evidence.

Omega Tools validates prompt and agent changes through Preflight Audit, Calibration Run, Cost Gate, and Artifact Ledger. Every run is cost-gated, metered, and preserved as audit-grade evidence.

Do not ship a prompt because it looks good. Ship changes that pass holdout gates, stay within cost controls, and leave reproducible evidence.

Start calibration runPRICING →
Cost-gated RunEvery run is cost-gated, metered, and preserved as evidence.
Provider meteringModelGateway records usage_event and enforces hard cap before provider request.
PASS / HOLD / FAILPreflight Audit and Calibration Run generate deployment evidence before release.

PROBLEM

LLM changes can break after deployment, even when they look good.

Prompt edits, judge changes, rubric updates, and dataset changes can shift production behavior. Most teams still deploy without cost caps, Preflight Audit, holdout gates, or evidence artifacts.

  • A prompt that looks better can fail on holdout.
  • LLM judges can drift across repeated evaluations.
  • Evaluation costs can grow without warning.
  • Teams cannot explain why a change passed.
  • Failures are hard to trace after deployment.

SOLUTION

Omega Tools turns LLM change validation into an audit-grade workflow.

Preflight Audit

Detect configuration traps and calibration risk before expensive runs.

Cost Gate

MANAGED runs reserve the hard cap. BillingGuard prevents unpaid expensive execution.

Calibration Run

Evaluate prompt candidates with train/test/holdout gates.

Artifact Ledger

Preserve run_config_snapshot, preflight_result, usage_report, cost_report, final_result, and artifact_manifest as evidence.

Agents explain, summarize, and recommend. Billing, permissions, hard caps, provider keys, run state, and artifact mutation remain under deterministic services.

  • Platform Governor: permission / entitlement
  • BillingGuard: reserve / capture / release
  • ModelGateway: provider call / usage metering / hard cap
  • Run State Machine: terminal state control
  • Artifact Ledger: evidence persistence

WORKFLOW

Preflight -> Calibration -> Evidence

1Define target

Set prompt variants, dataset, rubric, and gates.

2Run Preflight

mini-antemortem-cli and mini-omega-lock check calibration risk first.

3Enforce Cost Gate

BillingGuard and ModelGateway control hard cap, provider calls, and usage metering.

4Calibrate

omegaprompt evaluates candidate prompts and checks holdout gates.

5Preserve evidence

Artifact Ledger stores results as reproducible evidence.

USE CASES

The initial wedge is Prompt / Agent Change Audit.

Prompt change validation

Run a calibration before shipping a prompt edit — confirm safety regression and output drift.

Agent policy change audit

Validate a new agent / tool-using workflow against a labelled dataset before production.

Pre-deployment LLM regression check

Compare an upgrade or model swap against the previous baseline on the same rubric.

Client-facing validation evidence

Inspect Artifact Ledger — every Run leaves a tamper-evident receipt your customers can audit.

Evaluation cost control

Bound the worst-case spend with a hard cap; ModelGateway blocks calls past your ceiling.

Team run history

Browse the workspace's past Runs — cost, outcome, evidence — for review and onboarding.

CTA

Do not deploy the next LLM change without evidence.

Omega Tools validates prompt and agent changes through Preflight Audit, Calibration Run, Cost Gate, and Artifact Ledger. Every run is cost-gated, metered, and preserved as audit-grade evidence.

Start calibration runPRICING →