Starts with
Your existing brief
The product audits a decision artifact that already exists instead of generating another strategy.
Product boundary
Grammarly for
cultural assumptions.
CULTURAL REDLINE audits the strategy you already have. It does not ask an LLM whether a claim “sounds right.” The model interprets language, Qloo supplies fixed-shortlist cultural evidence, and deterministic code computes the verdict.
Qloo's role
Cultural evidence
Qloo evaluates the exact fixed candidate universe asserted by the document.
Decision rule
Deterministic
The LLM never gets authority to declare a cultural claim supported or contradicted.
Why Qloo is essential
Remove Qloo and the verdict disappears.
CULTURAL REDLINE can still detect that a sentence contains a cultural claim when Qloo is disabled, but it cannot verify that claim. The Qloo OFF ablation returns VERIFICATION UNAVAILABLE and deliberately refuses to substitute generic LLM judgment.
Epistemic contract
What the system will not claim
Qloo affinity is not causality, guaranteed consumer behavior, revenue lift, or universal truth. When a claim exceeds the available evidence, CULTURAL REDLINE marks it NOT TESTABLE or REVIEW REQUIRED instead of inventing certainty.
LLMWhat exactly is this sentence claiming?
QlooWhat does the fixed cultural universe rank?
CodeDoes that ranking support the claim?
UIShow the answer directly on the sentence.
Open source
Inspect the implementation.
The source code, architecture notes, validation summary, and local setup instructions are public under the MIT License.