Grade S
162 use cases, sorted by grade and score.
| Rank | Grade | Use case | Vertical | Function | Volume | Value | Risk | Score |
|---|---|---|---|---|---|---|---|---|
| 1 | S | Prompt injection detection guardrail | Software & tech | Agents & dev | high | major | high | 5.94 |
| 2 | S | Social media spam and abuse classification | Software & tech | Social & creator | high | major | moderate | 5.92 |
| 3 | S | Email spam/phishing detection | Cross-industry | Knowledge work | high | major | high | 5.91 |
| 4 | S | Jev System One AI model for instant decisions | Finance & insurance | Agents & dev | high | major | high | 5.91 |
| 5 | S | Content moderation unsafe tagging | Software & tech | Social & creator | high | major | high | 5.90 |
| 6 | S | Brand safety keyword classification | Agencies, media & creators | Ads | high | major | high | 5.87 |
| 7 | S | Chatbot guardrail layer for LLM concierges | Healthcare & dental | Agents & dev | high | major | high | 5.87 |
| 8 | S | Employee message pre-send insider-info guard | Finance & insurance | Legal & finance | high | major | high | 5.87 |
| 9 | S | Security alert categorization system | Cross-industry | Agents & dev | high | major | high | 5.85 |
| 10 | S | Privilege-risk flag on every outbound email | Legal | Legal & finance | high | major | high | 5.82 |
| 11 | S | Comment toxicity and harassment detection | Cross-industry | Social & creator | high | major | high | 5.79 |
| 12 | S | Content moderation and brand safety | Cross-industry | Social & creator | high | major | high | 5.79 |
| 13 | S | LLM output safety classification | Software & tech | Agents & dev | high | major | high | 5.78 |
| 14 | S | Minecraft chat moderation plugin blocks harassment and grooming | Games & entertainment | Social & creator | high | major | high | 5.76 |
| 15 | S | LLM cost-quality routing with RouteLLM | Software & tech | Agents & dev | high | major | moderate | 5.75 |
| 16 | S | Detect PHI in conversion events and URL parameters | Unclassified | Ads | high | major | high | 5.72 |
| 17 | S | Nyckel content moderation classifier | E-commerce & retail | E-commerce ops | high | major | high | 5.69 |
| 18 | S | Claude Code hooks pre-tool-use validation | Software & tech | Agents & dev | high | major | moderate | 5.67 |
| 19 | S | Log sensitive-data leak | Software & tech | Agents & dev | high | major | high | 5.67 |
| 20 | S | Search intent classification matching ad message | Cross-industry | Ads | high | major | moderate | 5.67 |
| 21 | S | E-commerce search query intent classification | E-commerce & retail | E-commerce ops | high | major | moderate | 5.66 |
| 22 | S | Cross-domain: sensitive-data leak guard on LLM prompts | Cross-industry | Agents & dev | high | major | high | 5.64 |
| 23 | S | Prompt injection scanner | Software & tech | Agents & dev | high | major | high | 5.64 |
| 24 | S | Claude Code agent hooks for guardrails | Software & tech | Agents & dev | high | major | high | 5.63 |
| 25 | S | Claude Code post-tool-use guardrail | Software & tech | Agents & dev | high | major | high | 5.60 |
| 26 | S | Detect toxic voice-chat transcripts for review | Games & entertainment | Social & creator | high | major | high | 5.60 |
| 27 | S | Pre-flag PHI and quasi-identifiers in content | Healthcare & dental | Agents & dev | high | major | high | 5.59 |
| 28 | S | Patient symptom urgency triage | Healthcare & dental | Health admin | high | major | high | 5.58 |
| 29 | S | Agent tool-call risk gate | Software & tech | Agents & dev | high | major | high | 5.57 |
| 30 | S | Escalation priority for trust-and-safety reports | Software & tech | Social & creator | high | major | high | 5.55 |
| 31 | S | Impersonation and fraud detection | Cross-industry | Legal & finance | high | major | high | 5.55 |
| 32 | S | Label client-level data for HIPAA-safe tool routing | Healthcare & dental | Agents & dev | high | major | high | 5.55 |
| 33 | S | Sentiment-based alert system | Cross-industry | Support & CX | high | major | moderate | 5.54 |
| 34 | S | Chat widget deflect vs hand to human | Healthcare & dental | Health admin | high | major | high | 5.53 |
| 35 | S | PMax placement brand safety | Cross-industry | Ads | high | major | high | 5.53 |
| 36 | S | Phishing triage | Cross-industry | Agents & dev | high | major | high | 5.52 |
| 37 | S | Detect restricted or regulated product in seller upload | E-commerce & retail | E-commerce ops | high | major | high | 5.50 |
| 38 | S | Free trial conversion prediction | Software & tech | Sales | high | major | moderate | 5.49 |
| 39 | S | E-discovery responsiveness first pass | Legal | Legal & finance | high | major | high | 5.48 |
| 40 | S | Churn risk prediction | Cross-industry | Support & CX | high | major | moderate | 5.47 |
| 41 | S | Policyholder chat: coverage promise guard | Finance & insurance | Legal & finance | high | major | high | 5.47 |
| 42 | S | Keystroke-level sensitive-text guard | Cross-industry | Agents & dev | high | major | high | 5.44 |
| 43 | S | Negative news detection reputation risk | Cross-industry | Local & reputation | high | major | high | 5.43 |
| 44 | S | Client sentiment risk | Cross-industry | Support & CX | high | major | moderate | 5.42 |
| 45 | S | Confidential message detector | Cross-industry | Agents & dev | high | major | high | 5.41 |
| 46 | S | Detect policy-violating posts in internal chat | Cross-industry | Ops & HR | high | major | moderate | 5.39 |
| 47 | S | Classify phishing vs legitimate emails | E-commerce & retail | Support & CX | routine | major | high | 5.34 |
| 48 | S | Detect PII or secrets pasted into support tickets | Cross-industry | Support & CX | routine | major | high | 5.31 |
| 49 | S | Insurance claim triage complexity | Finance & insurance | Legal & finance | high | major | high | 5.31 |
| 50 | S | Ad relevance quality score prediction | Cross-industry | Ads | high | major | moderate | 5.30 |
| 51 | S | Compliance linter for marketing copy | Cross-industry | Legal & finance | routine | major | high | 5.30 |
| 52 | S | Detect off-platform payment solicitation in messages | E-commerce & retail | E-commerce ops | routine | major | high | 5.29 |
| 53 | S | HIPAA-safe form sorting | Healthcare & dental | Health admin | routine | major | high | 5.27 |
| 54 | S | Patient diagnosis category | Healthcare & dental | Health admin | routine | major | high | 5.27 |
| 55 | S | Triage emergency vs scheduled job | Home & local services | Ops & HR | routine | major | high | 5.26 |
| 56 | S | PII in free text | Cross-industry | Agents & dev | high | major | high | 5.25 |
| 57 | S | Detect fake-review rings through review similarity | E-commerce & retail | Local & reputation | routine | major | moderate | 5.24 |
| 58 | S | Query intent for governance | Cross-industry | Agents & dev | routine | major | high | 5.23 |
| 59 | S | Detect counterfeit-risk language in listings | E-commerce & retail | E-commerce ops | routine | major | high | 5.22 |
| 60 | S | Detect fair-housing risky phrases in listing drafts | Real estate & construction | Legal & finance | routine | major | high | 5.22 |
| 61 | S | Detect when a seller is circumventing fees through coded language | E-commerce & retail | E-commerce ops | routine | major | moderate | 5.22 |
| 62 | S | Flag platform-policy risk in aesthetic social and ad creative | Software & tech | Ads | routine | major | high | 5.22 |
| 63 | S | Grid operator log scan for anomalies | Industrial, energy & agriculture | Creative & industry | routine | major | high | 5.22 |
| 64 | S | Battery storage fault description clustering | Industrial, energy & agriculture | Agents & dev | routine | major | high | 5.21 |
| 65 | S | Detect post-treatment concern in text message | Healthcare & dental | Health admin | routine | major | high | 5.21 |
| 66 | S | Detect patient-identifying detail in interview notes | Healthcare & dental | Health admin | routine | major | high | 5.20 |
| 67 | S | Complication language detector in inquiries | Healthcare & dental | Health admin | routine | major | high | 5.19 |
| 68 | S | Decide whether a page is YMYL and which blocks fire | Agencies, media & creators | SEO & AI search | routine | major | high | 5.18 |
| 69 | S | Cheating chat-log alert in remote proctoring | Education | Research & education | routine | major | moderate | 5.16 |
| 70 | S | Sort comments and DMs for lead monitoring | Healthcare & dental | Health admin | routine | major | high | 5.16 |
| 71 | S | Churn-risk language in support ticket threads | Software & tech | Support & CX | routine | major | moderate | 5.14 |
| 72 | S | HIPAA-safe form sorter | Healthcare & dental | Health admin | routine | major | high | 5.13 |
| 73 | S | Score ad-to-page message match | Cross-industry | Ads | routine | major | moderate | 5.13 |
| 74 | S | Invoice payment behavior credit risk | Finance & insurance | Legal & finance | routine | major | high | 5.07 |
| 75 | S | Outage ticket customer call text triage | Industrial, energy & agriculture | Support & CX | routine | major | high | 5.07 |
| 76 | S | Detect champion-leaving signals in call transcripts | Software & tech | Sales | routine | major | moderate | 5.06 |
| 77 | S | Day-of attendee message triage via chat app | Hospitality, travel & events | Creative & industry | routine | major | high | 5.05 |
| 78 | S | Social clip caption brand risk pre-check | Cross-industry | Social & creator | routine | major | high | 5.05 |
| 79 | S | Command-line suspiciousness | Cross-industry | Agents & dev | routine | major | moderate | 5.03 |
| 80 | S | PII scan before public access | Cross-industry | Agents & dev | routine | major | high | 5.03 |
| 81 | S | Rumor detection during disaster social posts | Government & nonprofit | Social & creator | routine | major | high | 5.03 |
| 82 | S | Red flag messaging and toxic copy detection | Cross-industry | Ads | routine | major | high | 5.00 |
| 83 | S | Ad-to-landing page message match | Cross-industry | Ads | routine | major | moderate | 4.99 |
| 84 | S | Medical appointment urgency | Healthcare & dental | Health admin | routine | major | high | 4.98 |
| 85 | S | Regulated-claim topic router | Cross-industry | Legal & finance | routine | major | high | 4.98 |
| 86 | S | Check legal copy against advertising and confidentiality rules | Legal | Legal & finance | routine | major | high | 4.97 |
| 87 | S | Pre-send guard on outbound email claims | Cross-industry | Email & CRM | routine | major | high | 4.96 |
| 88 | S | Before/after claim detection in copy | Cross-industry | Ads | routine | major | high | 4.95 |
| 89 | S | Is this agent draft reply safe to send | Cross-industry | Support & CX | routine | major | high | 4.95 |
| 90 | S | Negative press alert triage | Cross-industry | Local & reputation | routine | major | high | 4.93 |
| 91 | S | Personalized payment plan offer | Finance & insurance | Legal & finance | routine | major | high | 4.93 |
| 92 | S | Sort 311 requests free text to department | Government & nonprofit | Ops & HR | routine | major | high | 4.90 |
| 93 | S | Detect policy-risk ad copy for healthcare | Healthcare & dental | Ads | routine | major | high | 4.89 |
| 94 | S | FDA status claim detection | Healthcare & dental | Legal & finance | routine | major | high | 4.89 |
| 95 | S | Healthcare medical ad compliance checking | Healthcare & dental | Ads | routine | major | high | 4.89 |
| 96 | S | Customer satisfaction measurement | Cross-industry | Support & CX | routine | major | moderate | 4.87 |
| 97 | S | KYC document type confirmation | Finance & insurance | Legal & finance | routine | major | high | 4.87 |
| 98 | S | Auth log story | Cross-industry | Agents & dev | routine | major | moderate | 4.86 |
| 99 | S | Google healthcare policy risk in ad | Healthcare & dental | Ads | routine | major | high | 4.83 |
| 100 | S | Pitch deck email triage at production company | Games & entertainment | Creative & industry | routine | major | high | 4.82 |
| 101 | S | Vendor invoice validation | Cross-industry | Legal & finance | routine | major | high | 4.81 |
| 102 | S | Detect Etsy listing compliance issues | E-commerce & retail | E-commerce ops | routine | major | high | 4.78 |
| 103 | S | GBP suspension trigger screen | Cross-industry | Local & reputation | routine | major | moderate | 4.78 |
| 104 | S | Secrets-in-diff semantic check | Software & tech | Agents & dev | routine | major | moderate | 4.78 |
| 105 | S | Sort health-interview answers by concern severity | Healthcare & dental | Health admin | routine | major | high | 4.78 |
| 106 | S | Triage anonymous hotline reports | Cross-industry | Legal & finance | routine | major | high | 4.78 |
| 107 | S | Medical-advice-in-comments flag | Healthcare & dental | Social & creator | routine | major | high | 4.77 |
| 108 | S | Sensitive-data leak in Slack | Cross-industry | Agents & dev | routine | major | high | 4.77 |
| 109 | S | Packaging label text compliance check | E-commerce & retail | Legal & finance | routine | major | high | 4.76 |
| 110 | S | Sensitive document detector for sharing | Cross-industry | Agents & dev | routine | major | high | 4.76 |
| 111 | S | Detect pediatric guardian communication | Healthcare & dental | Health admin | routine | major | high | 4.75 |
| 112 | S | Marketing claim substantiation pre-flight | Cross-industry | Ads | routine | major | high | 4.75 |
| 113 | S | Detect PHI inside an incoming review | Healthcare & dental | Local & reputation | routine | major | high | 4.74 |
| 114 | S | Embargo leak monitor | Cross-industry | Social & creator | routine | major | high | 4.74 |
| 115 | S | Sweep ad assets for stale or non-compliant claims | Cross-industry | Ads | routine | major | high | 4.74 |
| 116 | S | Detect quantified efficacy claims needing substantiation | Medical & aesthetic | Content & brand | routine | major | high | 4.73 |
| 117 | S | Insurance healthcare compliance copy validation | Finance & insurance | Ads | routine | major | high | 4.73 |
| 118 | S | Maintenance ticket routing from technician text | Industrial, energy & agriculture | Ops & HR | routine | major | high | 4.73 |
| 119 | S | Tag dietary and allergy statements | Hospitality, travel & events | E-commerce ops | routine | major | high | 4.73 |
| 120 | S | Threat level assessment and prioritization | Cross-industry | Agents & dev | routine | major | high | 4.72 |
| 121 | S | Detect unlicensed before-after claim in ad copy | Medical & aesthetic | Ads | routine | major | high | 4.71 |
| 122 | S | Personal injury claim severity | Finance & insurance | Legal & finance | routine | major | high | 4.70 |
| 123 | S | Research-data privacy gate | Research & science | Research & education | routine | major | high | 4.70 |
| 124 | S | Detect abuse or harassment toward agents | Cross-industry | Support & CX | routine | major | high | 4.68 |
| 125 | S | Export control: product description class | Logistics & supply chain | Legal & finance | routine | major | high | 4.68 |
| 126 | S | FTC typicality qualifier check | Cross-industry | Legal & finance | routine | major | high | 4.66 |
| 127 | S | A/B test variant winner classification | Cross-industry | Ads | routine | major | moderate | 4.65 |
| 128 | S | Safeguarding signal screen | Education | Research & education | routine | major | high | 4.65 |
| 129 | S | Client conflict adjacency spotting | Legal | Legal & finance | routine | major | high | 4.64 |
| 130 | S | Patient story composite flag | Healthcare & dental | Legal & finance | routine | major | high | 4.62 |
| 131 | S | Detect testimonial-worthy patient photo consent mention | Healthcare & dental | Health admin | routine | major | high | 4.61 |
| 132 | S | Private-info detector before vault sync | Software & tech | Agents & dev | routine | major | high | 4.61 |
| 133 | S | Flag union-or-labor-law-sensitive messages | Cross-industry | Ops & HR | routine | major | high | 4.59 |
| 134 | S | Detect suspicious account-takeover requests in tickets | Cross-industry | Support & CX | routine | major | high | 4.58 |
| 135 | S | Compliance phrase tripwire in copy | Cross-industry | Legal & finance | routine | major | high | 4.57 |
| 136 | S | Detect scam wording in rental or housing listings | Real estate & construction | E-commerce ops | routine | major | high | 4.57 |
| 137 | S | Protect converting meaning before adding a negative | Cross-industry | Ads | routine | major | moderate | 4.54 |
| 138 | S | 1099 vs W-2 worker payment type hint | Cross-industry | Legal & finance | routine | major | high | 4.53 |
| 139 | S | Flag disclosure-relevant statements in emails | Real estate & construction | Legal & finance | routine | major | high | 4.52 |
| 140 | S | Insider data exfil intent | Cross-industry | Ops & HR | routine | major | high | 4.51 |
| 141 | S | Pre and post crawl diff classification | Software & tech | Agents & dev | routine | major | moderate | 4.51 |
| 142 | S | Dataset license read | Software & tech | Agents & dev | routine | major | high | 4.50 |
| 143 | S | Streaming playlist copy brand safety | Agencies, media & creators | Content & brand | routine | major | high | 4.50 |
| 144 | S | Check legal testimonial-style content against state restrictions | Legal | Legal & finance | routine | major | high | 4.49 |
| 145 | S | After-hours inquiry triage | Healthcare & dental | Health admin | routine | major | high | 4.47 |
| 146 | S | API endpoint security classification | Software & tech | Agents & dev | routine | major | high | 4.47 |
| 147 | S | Authority and budget gatekeeping decision | Cross-industry | Sales | routine | major | moderate | 4.47 |
| 148 | S | Client communication tone risk | Cross-industry | Support & CX | routine | major | high | 4.44 |
| 149 | S | Customer success intervention type severity | Software & tech | Support & CX | routine | major | moderate | 4.42 |
| 150 | S | Test whether a blog topic trips the YMYL check | Agencies, media & creators | Content & brand | routine | major | high | 4.40 |
| 151 | S | Employment screening result | Cross-industry | Ops & HR | routine | major | high | 4.37 |
| 152 | S | Sandbox escape attempt | Software & tech | Agents & dev | routine | major | moderate | 4.37 |
| 153 | S | Whistleblower hotline report categorization | Cross-industry | Legal & finance | routine | major | high | 4.37 |
| 154 | S | Adaptive-test item exposure screening | Education | Research & education | routine | major | moderate | 4.36 |
| 155 | S | Detect product placement conflicts | Games & entertainment | Legal & finance | routine | major | high | 4.35 |
| 156 | S | Check GBP posts for promotional-language risk | Healthcare & dental | Local & reputation | routine | major | high | 4.34 |
| 157 | S | Account health fire-the-client signals | Cross-industry | Support & CX | routine | major | moderate | 4.33 |
| 158 | S | Unsubscribe request hidden in reply | Cross-industry | Email & CRM | routine | major | high | 4.33 |
| 159 | S | Detect brand-name competitor bidding requests | Agencies, media & creators | Ads | routine | major | high | 4.32 |
| 160 | S | Bodily injury demand letter parsing hint | Finance & insurance | Legal & finance | routine | major | high | 4.28 |
| 161 | S | Contract compliance check | Cross-industry | Legal & finance | routine | major | high | 4.26 |
| 162 | S | Screen copy for exploiting dissatisfaction or self-rejection | Medical & aesthetic | Content & brand | routine | major | high | 4.23 |