01Product demo

What SAGA does inside an AI workflow.

Two short flows. The first shows SAGA Core acting before an answer reaches the user. The second shows SAGA Audit evaluating an AI output after it has been generated.

02Flow 1 · SAGA Core
Flagship

Before the answer reaches the user

SAGA Core sits between the model's draft answer and the final user-facing response. If the draft conclusion exceeds what the evidence permits, SAGA Core can block, qualify, or reframe it before it is shown.

01 · User prompt
What the user asks
"Can we say this trial proves the product is safe for deployment?"
02 · AI draft answer
What the model would otherwise say
"The trial succeeded, so the product is safe for deployment."
03 · SAGA Core check
Authorization layer
Authorization: NOT_AUTHORIZED
Risk band: HIGH_RISK
Reason: The conclusion exceeds the permitted use of the evidence.
04 · Permitted output
What the user actually sees
"The trial result may support further evaluation, but it does not by itself prove deployment safety."
Bottom line

The unsafe draft is intercepted before release. The user receives a conclusion that stays within the authority the evidence actually grants.

03Flow 2 · SAGA Audit

After an AI output is generated

SAGA Audit evaluates AI output that has already been generated and routes it into PASS, REVIEW, or HIGH_RISK based on whether its claims overreach the authority of the underlying evidence.

01 · AI-generated output
Output to evaluate
"The model passed the benchmark, so it is safe for deployment."
02 · SAGA Audit
Post-output evaluation
The output is checked against the authority its claims actually have.
03 · Result
Routing decision
Risk band: HIGH_RISK
Issue: Benchmark performance is being granted deployment-safety authority.
Action: Reframe or send to human review.
Bottom line

Benchmark success is not deployment authority. The output is flagged and routed instead of being silently trusted.

04Private demo

See SAGA on your own examples.

Private demos run on your inputs under NDA and include flows, outputs, and resolver behavior not shown publicly.

Request private demo →
Note

Public demo is redacted. Internal resolver logic is private and not exposed through API responses, website copy, or documentation.