Generative AI Evaluation for Enterprise

Bridge the trust gap to deploy production-grade genAI applications.

May 21, 2026
Financial Services Copilot: Variant 1.2
Baseline v1.09
MasterCondition v1.09
62%
Win rate (average)
4.09
Overall average
Confidence
85
Performance distribution
Slices

THE CHALLENGE

Lack of Trust Stalls Enterprise AI Adoption

Only 10% of enterprises have Gen AI in production, and more than 30% of Gen AI projects are abandoned after POC. The number one reason why companies stall is a lack of trust stemming from:

Poor Performance

Models hallucinate, exhibit unsafe behavior, or pose security risks.

Unproven ROI

Use cases are not adopted and targeted workflows remain unchanged.

Escalating Costs

Unmonitored usage leads to extensive cloud or vendor bills.

THE SOLUTION

Bridge the Trust Gap for Enterprise Gen AI

The path to deploying with confidence in production is to systematically evaluate, improve and monitor GenAI systems for performance, safety, and reliability.

With SlymeLab, enterprises can move faster and safer

PERFORMANCETIMETRUSTMinimum trust thresholdfor successful deploymentContinuousImprovementProductionDeploymentWith SlymeLabIndependently

Get Trusted Insights

Use the trusted evaluation and benchmarking system for enterprise-grade GenAI.

Ensure Safety and Reliability

Avoid bias, hallucinations, poor accuracy, harmful responses, and malicious behavior.

Monitor for Peace of Mind

Keep track of latency and cost and get alerted for any issues or regressions.

HOW IT WORKS

How the GenAI Platform Evaluates Applications

Trust in AI is earned through better data. SlymeLab combines automated evaluations with an expert workforce for human evaluations to build a "Trust Feedback Loop" of evaluation, improvement and monitoring.

Measure your AI

Automatically test your GenAI system against auto-generated evaluation datasets as well as against SlymeLab's industry leading proprietary benchmark datasets.

Financial Services Copilot

An internal chatbot assisting financial services professionals make better decisions and collaborate more efficiently.

SlymeLab Confidence Score: 85

You are outranking 60% of all financial companies in the financial industry

This is how your score has been built

Accuracy
AI Evals Rubric65%
Helpfulness
AI Evals Rubric77%
Safety
AI Evals Rubric89%

Best performing

New Question
Question Name
Accuracy
Question Type
Single Choice
Question Prompt
Was the answer factually true?
Yes
Create Conditional Question
No
Create Conditional Question
Not Applicable
Create Conditional Question
+ Add Option

Set your own bar

Augment our industry best practice rubrics and datasets with custom metrics and datasets tailored for your domain and use case.

Verify with Human-in-the-Loop (HiTL)

Ensure quality control of auto-evaluation with industry-leading, efficient HiTL evaluation for the highest complexity test cases.

Read original document
TEXT IDENTIFIED AS JAPANESE
Evaluate Translation
TRANSLATED TO ENGLISH
Financial Statement
Total Assets2,297
Total Liabilities6,226
Income1,510
Expenses2,494
Net Worth2,563
Profit7,410
Quality Assessment

Was the source document language identified correctly?

Yes
No
Unable to Respond

Does the English translation accurately reflect the content?

Yes
No
Unable to Respond

Does the translation correctly convey the main points?

Yes
No
Unable to Respond

Does the translation provide clear instructions?

Yes
No
Unable to Respond
Application Name
RetrieverSystem PromptCompletionChunksPromptOutputModel DeploymentCompletion

Iterate

Programmatically turn your evaluations into actions that improve your GenAI systems through RAG optimization and fine-tuning, then see your scores improve over time.

Deploy

Monitor production traffic to surface quality metrics, issues and alerts. Detect anomalies (e.g. prompts that are not covered by your evaluation datasets) to add them to your test suite.

Deploy Metrics
Safety
20%
Truthfulness
71%
Instruction
78%
Pet Safety
95%
Model Deployment Metrics
Tokens ConsumedOK
API CallsOK
API Cost-$1.45
Tokens GeneratedOK

RISKS

Key Identifiable Risks of LLMs

Our platform can identify vulnerabilities in multiple categories.

Misinformation

LLMs producing false, misleading, or inaccurate information.

Unqualified Advice

Advice on sensitive topics (i.e. medical, legal, financial) that may result in material harm to the user.

Bias

Responses that reinforce and perpetuate stereotypes that harm specific groups.

Privacy

Disclosing personally identifiable information (PII) or leaking private data.

Cyberattacks

A malicious actor using a language model to conduct or accelerate a cyberattack.

Dangerous Substances

Assisting bad actors in acquiring or creating dangerous substances or items.

EXPERTS

Expert Red Teamers

SlymeLab has a diverse network of experts to perform the LLM evaluation and red teaming to identify risks.

TECHNIQUES

Stylized input in prompt

Fictionalization & role-play

Encoded input in prompt

Dialog injection

HARMS

Cybersecurity & hacking

Promotion of violence

Dangerous substances & items

Misrepresentation

Red Team Staff

1000s of red teamers trained on advanced tactics and in-house prompt engineers enable state of the art red teaming at scale.

Content Libraries

Extensive libraries and taxonomies of tactics and harms ensure broad coverage of vulnerability areas.

Adversarial Datasets

Proprietary adversarial prompt sets are used to conduct systematic model vulnerability scans.

Event Monitoring

Continuous monitoring of AI-safety developments ensures evaluation methodology remains current.

Regulatory Tracking

Active tracking of emerging AI regulations to keep evaluation frameworks aligned with compliance requirements.

"The work SlymeLab is doing to evaluate the performance, reliability, and safety of AI models is crucial. Government agencies and the general public alike need an independent, third party like SlymeLab to have confidence that AI systems are trustworthy and to accelerate responsible AI development."

Dr. Sarah Mitchell

Former Chief Digital and AI Officer, Department of Defense

RESOURCES

Learn More About Our LLM Capabilities

Deploy GenAI with Confidence

Book a Demo