Start by observing. Upgrade when the regime is clear.
Trace tools show what ran. Semantic evals score what was said. Ω-API measures whether the process moved.
Ω-API first shows how your conversations behave: where they stabilize, where they drift, and where token waste or context-rot appears. SHADOW is free on approval during beta.
SHADOW
Free on approval
Observe your AI conversations before changing anything.
Best for
Teams that want to see whether Ω-API can reveal token waste, drift, and context-rot on their own traffic.
What it helps you do
- See where long conversations may save tokens
- Detect when chats start drifting or circling
- Find prompting friction and context-rot patterns
- Measure regime patterns before choosing an active plan
Included
- Read-only observation
- 100 free judgments per project, then token-based
- Per-session read: moves toward completion, keeps circling, gets stuck or drifts, or too early to read
- Cost and token visibility
- Session-level reports
- CSV / JSON export
- Unlimited projects during beta, subject to approval and fair use
Not included
- No webhook alerts
- No automatic intervention
- No runtime control
Beta access is manually approved. SHADOW is designed to measure your traffic before pricing OPERATOR.
OPERATOR
Contact us
Active control for long-running AI conversations.
Best for
Teams running high-volume agents, copilots, support bots, or multi-turn workflows where token cost and context-rot matter.
What it helps you do
- Reduce re-judgment where the conversation stabilizes
- Contain context-rot where the conversation keeps circling
- Apply active intervention when the regime requires it
- Operate Ω-API as part of the live agent loop
Included
- Everything in SHADOW
- Active intervention
- Runtime control
- Residue-based conversation handling
- Operator-level reporting
- Private deployment options where available
Pricing is based on your observed SHADOW profile, traffic volume, model mix, and required level of intervention.
Why SHADOW first?
Ω-API does not sell a generic saving claim. It first measures your traffic.
Some conversations stabilize and create token-saving opportunities. Some conversations circle and need containment instead. SHADOW shows which regime your system actually produces before you commit to OPERATOR.
The dashboard is optional. The judge is not.
Use Ω-API without the dashboard — call the judge from your agent, backend, or pipeline.
GitHub examples are available now. SDKs, OpenTelemetry, and MCP are next.