interrogait.com

What It Is

Interrogait is an “AI Behavioral Assurance” tool for enterprise AI risk governance. Its core proposition is not merely to explain why a model produced a particular answer, but to treat the model’s explanation as a claim that must be verified. Through adversarial probing, counterfactual testing, and evidence preservation, it assesses whether AI decisions and their explanations are trustworthy, consistent, and defensible.

Core Capabilities

The official website lists capabilities including Adversarial Interrogation, Targeted Ablation, Faithfulness Testing, Evidence Bundles, and Trust Scores. It can stress-test unstructured AI with probing questions to identify hallucinations, deceptive explanations, drift, and instability. It can also run counterfactual tests on structured decision workflows such as lending, insurance, and eligibility screening to uncover proxy bias, explanation drift, and decision rigidity. Evidence Bundles record inputs, outputs, explanations, and behavioral signals, and map them to 24+ compliance frameworks.

Pricing and Trial

The website offers a Request Demo option, while the Pricing page lists Basic at US$29/month, Standard at US$69/month, and Premium at US$199/month, with mentions of secure payments, instant access, and 24-hour support. However, that page contains noticeably template-like wording and does not fully align with the product pages’ positioning as an enterprise-grade compliance tool. As a result, actual procurement pricing, seats, usage limits, and deployment terms should be confirmed through sales discussions. No free tier or self-service trial information was found.

Pros and Cons

Its strength lies in its differentiated positioning. It is well suited to complement traditional explainability tools in areas such as LLMs, hybrid systems, audit evidence, and explanation faithfulness. It targets CISOs, compliance teams, AI governance teams, and auditors, with use cases spanning high-risk industries such as finance, insurance, healthcare, energy, government, and transportation. The limitations are also clear: the website does not disclose underlying models, algorithmic metrics, API/SDK details, deployment options, data retention policies, security certifications, or real-world case studies, so its technical verifiability remains limited.

Who It’s For and Access from China

Interrogait is better suited to mid-sized and large organizations that already use AI models in critical decision-making and face regulatory audit pressure. It does not look like a general-purpose AI tool aimed at individual developers. Information on access from China, payment, and localized support is unknown, and the website does not indicate Chinese-language support. For domestic deployment in China, alternatives such as Giskard, Arize, Fiddler AI, WhyLabs, Arthur AI, and TruEra may also be evaluated, with particular attention to private deployment, compliance framework support, and data export requirements.