New Tumeryk and DataKrypto integration offers full-pipeline AI encryption

Artificial intelligence trust scoring company Tumeryk Inc. today announced a strategic integration with AI encryption firm DataKrypto Co. to launch a joint service that they claim offers the world’s first encrypted guardrails for operational AI security.

The new Encrypted Guardrails for Operational Security combines DataKrypto’s real-time encryption of retrieval-augmented generation data, model weights and prompt payloads with Tumeryk’s AI Trust Score, self-calibrating prompt security and responsible AI controls to provide end-to-end protection across the entire AI pipeline.

The integrated solution encrypts all stages of generative AI workflows, from data retrieval through model inference and response generation, while simultaneously enforcing compliance and policy alignment.

“Encrypted Guardrails close the final mile of AI security,” said Tumeryk founder and Chief Executive Rohit Valia. “Organizations can now innovate with generative AI, confident that every token — from retrieval to response — is both policy-aligned and cryptographically protected.”

The solution seeks to assist enterprises that are adopting large language models deal with the challenge of extracting business value while protecting sensitive data and meeting growing regulatory demands, including the European Union’s General Data Protection Regulation, the Health Insurance Portability and Accountability Act, the California Consumer Privacy Act and the upcoming European Union Artificial Intelligence Act.

The two companies argue that while traditional AI guardrails focus on monitoring model outputs, they often leave critical data flows vulnerable to attack or misuse. The integration between Tumeryk and DataKrypto closes the gap by encrypting every component of the AI pipeline, from vector embeddings and foundation models to tool-calling prompts and guardrail policies. The result is end-to-end protection that strengthens the AI attack surface while also preventing threats such as data exfiltration, prompt injection and model manipulation.

Core to the new solution is DataKrypto’s FHEnom technology, which allows encrypted computation on embeddings and model weights while maintaining hardware-enforced isolation within secure enclaves. Tumeryk complements this with real-time prompt inspection, using self-calibrating guardrails to detect and block noncompliant or potentially harmful inputs before they reach the model.

Joint telemetry is funneled into Tumeryk’s AI Trust Controller, mapping encrypted events to compliance frameworks such as the National Institute of Standards and Technology Artificial Intelligence Risk Management Framework, International Organization for Standardization 42001, Payment Card Industry Data Security Standard and System and Organization Controls 2.

The platform is also designed to be easy to set up, with plug-and-play compatibility with leading generative AI models and AI agents to simplify enterprise deployment.

“This collaboration empowers organizations to deploy secure, scalable AI workloads — even on their most sensitive data — without ever compromising privacy or performance,” said DataKrypto CEO Ravi Srivatsav. “By integrating with Tumeryk’s innovative controls, DataKrypto now ensures that every aspect of the AI model — from encrypted computation to operational security — remains fully protected against extraction and misuse.”

Encrypted Guardrails for Operational Security is available as a managed software-as-a-service offering or a self-hosted deployment for enterprises and managed service providers.

Image: SiliconANGLE/Reve

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