KrissDevHub
Technologies
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AI Workforce Solutions

Hire AI Evaluators

Stress-test, benchmark, and secure your systems with professional human evaluations. Identify security leaks, hallucinations, and alignment drift.

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The Challenge

Models that pass automated benchmarks fail in real usage

Relying solely on standard academic datasets (like MMLU or GSM8K) doesn't guarantee your app will run safely. Models face complex user edge cases, bias escapes, prompt injection attempts, and drift that standard validation scripts cannot detect.

  • Unnoticed drift in model alignment following minor updates or weight shifts.
  • System vulnerabilities exposed by malicious user prompts (prompt injection).
  • Qualitative criteria like tone, style, and brand voice that code-only tests can't evaluate.
Our Solution

Comprehensive human benchmarking and red-teaming

We provide expert AI Evaluators to systematically audit LLM responses, grade quality metrics, and run adversarial red-teaming campaigns. Our teams check compliance against style guides, detect factual drift, and identify safety flaws before deployment.

  • Adversarial red-teaming to uncover vulnerabilities, toxicity, and hallucinations.
  • Bespoke validation rubrics designed specifically for your product's requirements.
  • Rigorous double-blind human grading with high inter-annotator agreement metrics.
Benefits

Designed for direct business impact

Adversarial Stress Testing

Our evaluators simulate creative hacking and edge cases to find security escapes and jailbreaks in your system.

Custom Scoring Rubrics

We design evaluation frameworks tailored to your brand, ensuring alignment with tone of voice and technical constraints.

Factual Drift Analysis

Run routine regression testing to guarantee model quality doesn't decay after pipeline updates.

The Process

How we ship your software

01

Threat Modeling & Goals

We outline evaluation boundaries, identify target hazards, and specify safety/alignment goals for the model auditing.

02

Rubric Construction

We build quantitative and qualitative scoring criteria mapping to your product's safety standards and user expectations.

02

Rubric Construction

We build quantitative and qualitative scoring criteria mapping to your product's safety standards and user expectations.

03

Auditing & Stress Testing

Our team executes manual evaluations, red-teaming attacks, and detailed multi-turn conversations with the target system.

04

Vulnerability Report

We deliver a detailed vulnerability audit outlining alignment escapes, regression data, and prompt improvement suggestions.

04

Vulnerability Report

We deliver a detailed vulnerability audit outlining alignment escapes, regression data, and prompt improvement suggestions.

FAQ

Frequently Asked Questions

Ready to construct your vision?

Get in touch for an honest consultation about your systems architecture, timelines, and budgets.

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