Use Cases
Where we've removed risk. And protected it.
These aren't hypothetical scenarios. They represent the AI deployments our customers rely on to grow their business—now protected by law-firm grade evaluation, automated at scale.
01
GenAI for Human Resources
AI-driven hiring, scoring, and candidate assessment
High Risk
The Stakes
AI-powered recruiting is among the most legally scrutinized categories of AI deployment. Bias, disparate impact, and discrimination claims don't just result in fines—they generate headlines.
- EEOC discrimination claims from biased scoring
- State-level AI hiring law violations (NYC, IL, CA)
- Reputational damage from discriminatory outcomes
- Class-action exposure if patterns emerge at scale
How LuminosAI Evaluates
LuminosAI Evals—built by employment lawyers—rigorously test your AI hiring systems against the full landscape of legal and fairness risk before they touch a single candidate.
- Lawyer-designed test suites for disparate impact
- Continuous evaluation post-deployment for drift
- Approval workflows for legal, privacy & HR teams
- Automated compliance documentation generated
What Our Customers Achieved
Customers have deployed AI hiring tools at scale—with full legal sign-off, zero regulatory investigations, and confident board-level disclosure.
- Faster deployment with legal team confidence
- Defensible paper trail for regulatory inquiries
- Protected against class-action litigation exposure
- Ongoing monitoring catches new risks before they escalate
02
Customer-Facing Chatbots
Public-facing AI for support, sales, and recommendations
High Risk
The Stakes
Customer-facing AI interacts with your users at scale, in real time, across every scenario imaginable. One harmful output becomes a news story. One privacy breach becomes a lawsuit.
- Data privacy violations under GDPR and CCPA
- Unauthorized professional advice (legal, medical, financial)
- Harmful or offensive outputs to vulnerable users
- Lack of transparency leading to consumer protection claims
How LuminosAI Evaluates
LuminosAI provides purpose-built Evals for customer-facing AI—testing real-world edge cases that generic safety tools miss, with legal standards embedded at the core.
- Comprehensive scenario testing across risk vectors
- Personal data misuse detection and flagging
- Advice-giving boundary enforcement testing
- Continuous live monitoring for emerging harms
What Our Customers Achieved
Chatbots go live faster, operate more safely, and remain under continuous legal oversight—without slowing the product roadmap.
- Chatbots deployed with legal team sign-off
- Zero consumer harm incidents in monitored deployments
- Regulatory-ready documentation maintained automatically
- Brand reputation intact through proactive risk removal
03
AI-Generated Marketing Content
Multimodal content generation at campaign scale
High Risk
The Stakes
At content scale, the volume of AI outputs multiplies the surface area for legal and reputational harm. Brand-unsafe material can go live before humans review it.
- FTC violations from false or misleading claims
- Copyright and IP infringement at volume
- Brand-unsafe or discriminatory imagery and language
- Defamatory or harmful content reaching consumers
How LuminosAI Evaluates
LuminosAI marketing Evals evaluate text, video, and audio outputs for legal and brand risk—before and after launch, at every stage of the content lifecycle.
- Multimodal evaluation across text, image, and video
- Campaign-level risk scoring before publication
- Continuous monitoring throughout live campaigns
- IP and copyright risk flagging built in
What Our Customers Achieved
Marketing teams that once waited weeks for legal sign-off now publish in days. LuminosAI catches harmful outputs before they reach consumers.
- Legal review time cut from weeks to hours
- Brand-unsafe content caught before publication
- IP and copyright violations surfaced pre-launch
- Campaigns scaled with continuous risk monitoring
Protection Outcomes
Three threats. One platform.
Every high-risk AI system faces the same three categories of existential exposure. Luminos is built to address all three simultaneously—before they become incidents.
⚖️
Regulatory Investigation
Regulators are actively investigating AI deployments across hiring, lending, healthcare, and consumer-facing applications. Luminos ensures your systems are documented, tested, and defensible before they come looking.
Outcome for customers
"We had regulators inquire about our AI system. Because of Luminos, we had complete documentation of every test we'd run. The inquiry closed in two weeks."
🏛️
Litigation & Lawsuits
Lawsuits against AI systems are growing. The strongest defense is showing you took legal risk seriously before deployment—with expert-designed evaluations, documented results, and implemented mitigations.
Outcome for customers
"When a plaintiff's attorney demanded our AI testing documentation in discovery, Luminos had generated every report we needed. Case dismissed at summary judgment."
🛡️
Reputational Harm
A single AI incident can define your brand for years. Discriminatory outputs, privacy breaches, and harmful content don't stay internal—they become public. Luminos catches these before they escape.
Outcome for customers
"LuminosAI flagged outputs from our chatbot that would have been genuinely harmful to a user. We fixed it before launch. That story never got written."
How It Works
Automated. Rigorous. Law-firm grade.
The same legal rigor that major law firms apply to AI risk—automated and embedded directly into your deployment workflow.
Connect Your AI System
Integrate any AI system—generative, agentic, or classical model—directly into the Luminos platform through your existing workflow.Apply Legal Evals
Lawyer-designed evaluation frameworks test your system against the specific legal and ethical risks of your use case and jurisdiction.Identify & Mitigate Risks
Risks are surfaced with severity ratings and legal context. Your data science team implements targeted fixes with documented guidance.Deploy & Monitor Continuously
Approved systems deploy with full documentation. Continuous evaluation monitors for drift and new risks throughout the system's lifetime.
"AI is moving fast. Without Luminos, we couldn't keep up."
Associate General Counsel, AI · Global 2000 Luminos Customer
Ready to Succeed with High-Risk AI
Your most powerful AI deserves the best protection.
Don't slow down your highest-value AI deployments. Give them law-firm grade legal evaluation and deploy with confidence.