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Resect AI raises $25M to build 'Polygraph' for enterprise LLM hallucination control.

AI models hallucinations enterprise AI accountability layer NeuroWave Product Suite Large Language Models
September 04, 2026
Viqus Verdict Logo Viqus Verdict Logo 7
Governance Layer Maturation
Media Hype 6/10
Real Impact 7/10

Article Summary

Seattle-based Resect AI announced its successful close of a $25 million funding round aimed at addressing the critical issue of AI hallucinations (confabulations) within enterprise models. The company aims to provide an accountability layer, promising to bring transparency to the previously 'black box' nature of LLMs. Resect plans to develop the NeuroWave Product Suite, described as a 'polygraph for neural networks,' which will observe, detect, interpret, and modify model behavior at runtime. While acknowledging that many proprietary models are challenging to audit, Resect claims to have developed proprietary methods to understand model decision-making processes and surgically fix failures. The company also released two open-source models (0.6B and 8B parameters) on HuggingFace, demonstrating improved factuality scores against the Qwen3 architecture.

Key Points

  • Resect AI raised $25 million to create enterprise tools specifically designed to minimize AI hallucination.
  • The core product, NeuroWave, will function as an audit suite to provide transparency and control over the internal decision-making processes of LLMs.
  • The firm's approach shifts focus from building larger models to building verifiable toolkits that can be applied to existing open-source architectures like Llama and DeepSeek.

Why It Matters

This funding round confirms that the biggest enterprise bottleneck for AI adoption remains trust and verifiability, rather than raw performance. The emphasis on ‘accountability’ and ‘auditing’ signals a maturing market demand for AI governance tools. While the technical claims about opening the black box are aggressive, the market shift is real: enterprises are moving past basic adoption and are demanding 'AI compliance.' Professionals in risk, legal, and governance will find this trend critical.

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