Prism-Eval: Pre-Deploy Adversarial CI for AI Extraction Agents

Overview

Prism-Eval is a specialized testing tool created by Insight IT Solutions LLC. It acts as a safety check for artificial intelligence agents that handle money and data extraction. Think of it as a red team that runs tests before software is released to catch hidden dangers. Standard tests often miss subtle errors because they use clean, perfect data. Prism-Eval uses tricky, real-world scenarios to ensure AI agents do not make mistakes that could cost money or compromise security.

Benefits

Prism-Eval offers several key advantages for teams building AI agents, especially in finance:

• Catches Hidden Errors:It detects problems like digit drops where an agent might read $150,000 as $150.00. Standard tests rarely see these formatting issues.
• Finds Security Flaws:The tool identifies indirect prompt injections. These are hidden commands in documents that try to trick the AI into ignoring its safety rules.
• Handles Real-World Noise:It tests how the AI handles messy data like shifted columns or poor quality scans from faxes. Static tests often fail to catch these layout issues.
• Fails Safely:If a test fails, the build stops. This prevents vulnerable code from reaching production systems. It ensures zero critical mistakes slip through.
• Works with Any Tool:It does not require rewriting code. It works with different programming styles and can test any function or web endpoint.

Use Cases

Prism-Eval is designed for teams that build AI agents to process sensitive information or handle financial transactions.

• Fintech Development:Banks and payment processors use it to ensure their AI extraction tools do not misread account numbers or transaction amounts.
• Document Processing:Teams that use AI to read PDFs, invoices, or contracts can use it to find errors caused by bad formatting or hidden text.
• Continuous Integration:Developers integrate it into their build pipelines. It runs automatically whenever new code is submitted to ensure safety before deployment.
• Security Audits:Security teams use it to verify that their AI agents cannot be tricked by malicious inputs hidden in documents.

Pricing

Prism-Eval offers a flexible pricing model to suit different needs:

• Free Library:The core software library is free forever. It is available on PyPI and GitHub under an Apache-2.0 license.
• Enterprise Ops Plane:For teams needing advanced management features, ChorusControl Enterprise is available for $1,999 per month. This is the Founding tier.

Vibes

As a new tool in the AI security space, Prism-Eval is gaining attention from developers who are concerned about the reliability of AI agents. The project is open source, which allows the community to inspect the code and trust its security claims. Users appreciate that it focuses on deterministic testing rather than relying on other AI models to judge results. This approach provides clear, repeatable evidence of whether an agent is safe to deploy. The emphasis on failing builds early has resonated well with engineering teams who want to avoid costly production errors.

Additional Information

Prism-Eval is part of a larger security ecosystem called Prism developed by Insight IT Solutions LLC. It works alongside other tools in the suite:

• PrismGuard:A runtime firewall that blocks prompt injections during conversations.
• PrismManifest:A gate for checking tool arguments.
• Prism-Shield:A runtime gateway that accepts, reviews, or refuses actions.
• PrismShine:A tool for explainability.

The software is written in Python and requires version 3.10 or newer. It is available on GitHub and PyPI. The project follows a strict rule called the G4 invariant, which requires that no critical mistakes are allowed to pass the tests. This ensures a high standard of safety for financial applications.