Transparent boundaries are a feature.
For a premium infrastructure product, knowing exactly what the system does not determine is as important as knowing what it does.
Not every classification is correct
Sentiqra does not guarantee every classification is correct. Signals are ranked outputs, not verdicts. Calibrate thresholds against your own labeled traffic before automating actions.
Scores are not probabilities
A score expresses signal-match strength under a particular analyzer configuration. It is not a probability that the signal or a downstream action is correct. Validate action thresholds on representative labeled data. Top-3 hit rate measures whether the expected signal surfaces in the top three - it is not a false-positive rate.
Benchmarks are not your distribution
Benchmarks run on generated natural-language samples. Your production traffic will differ. Run Sentiqra in parallel against your own data before deciding on thresholds.
Text-only analysis has limits
Sentiqra analyzes text. It cannot independently verify external facts, user identity, network coordination, market truth, or legal status. Those determinations belong to your reviewers, models, and policies.
Sentiqra returns evidence, not decisions
Sentiqra does not decide whether content is removed, whether discrimination occurred, or whether a transaction is fraudulent. It returns structured semantic signals; your system makes the call.
Evaluate against your own workload.
The honest test is your data, not our benchmarks.
Run a parallel evaluation →