SOLUTION

Trust & Safety Content Moderation

Analyze user-generated text content at scale. Classify chat messages, bios, group descriptions, and more into structured, actionable data.

QUERYBOOST AI PROMPT

Analyze this content for policy violations: {content_text}

Classify:

1. Violation category (harassment, hate speech, threats, etc.)

2. Severity level and whether action is required

3. Recommended moderation action

Consider context. Return structured assessment.

AI OUTPUT SCHEMA

violation_category: enum[none, harassment, ...]
severity_level: enum[low, medium, high, critical]
action_required: boolean
recommendation: enum[no_action, warn, ...]
reasoning: string

Scroll right for more →

type

content_id

content_text

violation

severity

action_req

recommendation

reasoning

70001

content_scan

GRP-10000

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70002

user_report

MSG-10017

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70003

content_scan

BIO-10034

DM me for promos 💰 check my link for deals, fast shipping worldwide

70004

user_report

MSG-10051

You're literally the worst player I've ever seen. Uninstall the game kid.

70005

user_report

MSG-10068

I'm going to mass report your account until you get banned. Watch your back.

70006

appeal

BAN-10085

My account was banned but I didn't do anything wrong. My little brother was using my account.

70007

content_scan

AVT-10102

[Avatar name: xX_SchoolSh00ter_Xx]

70008

user_report

MSG-10119

gg wp that was a great match! You almost had us in the second round.

70009

content_scan

WLD-10136

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70010

user_report

MSG-10153

This user keeps joining my private sessions uninvited and won't leave me alone

70011

content_scan

BIO-10170

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70012

user_report

MSG-10187

This game is so trash, the devs should all be fired, worst update ever

70013

content_scan

MSG-10204

Everyone in this server hates you, just leave already, nobody wants you here

70014

appeal

BAN-10221

I was only joking with my friend, we always talk like that to each other.

70015

user_report

MSG-10238

This person is impersonating a popular streamer and scamming people for donations

70016

content_scan

GRP-10255

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70017

user_report

MSG-10272

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70018

content_scan

BIO-10289

DM me for promos 💰 check my link for deals, fast shipping worldwide

70019

user_report

MSG-10306

You're literally the worst player I've ever seen. Uninstall the game kid.

70020

user_report

MSG-10323

I'm going to mass report your account until you get banned. Watch your back.

70021

appeal

BAN-10340

My account was banned but I didn't do anything wrong. My little brother was using my account.

70022

content_scan

AVT-10357

[Avatar name: xX_SchoolSh00ter_Xx]

70023

user_report

MSG-10374

gg wp that was a great match! You almost had us in the second round.

70024

content_scan

WLD-10391

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70025

user_report

MSG-10408

This user keeps joining my private sessions uninvited and won't leave me alone

70026

content_scan

BIO-10425

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70027

user_report

MSG-10442

This game is so trash, the devs should all be fired, worst update ever

70028

content_scan

MSG-10459

Everyone in this server hates you, just leave already, nobody wants you here

70029

appeal

BAN-10476

I was only joking with my friend, we always talk like that to each other.

70030

user_report

MSG-10493

This person is impersonating a popular streamer and scamming people for donations

70031

content_scan

GRP-10510

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70032

user_report

MSG-10527

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70033

content_scan

BIO-10544

DM me for promos 💰 check my link for deals, fast shipping worldwide

70034

user_report

MSG-10561

You're literally the worst player I've ever seen. Uninstall the game kid.

70035

user_report

MSG-10578

I'm going to mass report your account until you get banned. Watch your back.

70036

appeal

BAN-10595

My account was banned but I didn't do anything wrong. My little brother was using my account.

70037

content_scan

AVT-10612

[Avatar name: xX_SchoolSh00ter_Xx]

70038

user_report

MSG-10629

gg wp that was a great match! You almost had us in the second round.

70039

content_scan

WLD-10646

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70040

user_report

MSG-10663

This user keeps joining my private sessions uninvited and won't leave me alone

70041

content_scan

BIO-10680

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70042

user_report

MSG-10697

This game is so trash, the devs should all be fired, worst update ever

70043

content_scan

MSG-10714

Everyone in this server hates you, just leave already, nobody wants you here

70044

appeal

BAN-10731

I was only joking with my friend, we always talk like that to each other.

70045

user_report

MSG-10748

This person is impersonating a popular streamer and scamming people for donations

70046

content_scan

GRP-10765

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70047

user_report

MSG-10782

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70048

content_scan

BIO-10799

DM me for promos 💰 check my link for deals, fast shipping worldwide

70049

user_report

MSG-10816

You're literally the worst player I've ever seen. Uninstall the game kid.

70050

user_report

MSG-10833

I'm going to mass report your account until you get banned. Watch your back.

70051

appeal

BAN-10850

My account was banned but I didn't do anything wrong. My little brother was using my account.

70052

content_scan

AVT-10867

[Avatar name: xX_SchoolSh00ter_Xx]

70053

user_report

MSG-10884

gg wp that was a great match! You almost had us in the second round.

70054

content_scan

WLD-10901

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70055

user_report

MSG-10918

This user keeps joining my private sessions uninvited and won't leave me alone

70056

content_scan

BIO-10935

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70057

user_report

MSG-10952

This game is so trash, the devs should all be fired, worst update ever

70058

content_scan

MSG-10969

Everyone in this server hates you, just leave already, nobody wants you here

70059

appeal

BAN-10986

I was only joking with my friend, we always talk like that to each other.

70060

user_report

MSG-11003

This person is impersonating a popular streamer and scamming people for donations

70061

content_scan

GRP-11020

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70062

user_report

MSG-11037

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70063

content_scan

BIO-11054

DM me for promos 💰 check my link for deals, fast shipping worldwide

70064

user_report

MSG-11071

You're literally the worst player I've ever seen. Uninstall the game kid.

70065

user_report

MSG-11088

I'm going to mass report your account until you get banned. Watch your back.

70066

appeal

BAN-11105

My account was banned but I didn't do anything wrong. My little brother was using my account.

70067

content_scan

AVT-11122

[Avatar name: xX_SchoolSh00ter_Xx]

70068

user_report

MSG-11139

gg wp that was a great match! You almost had us in the second round.

70069

content_scan

WLD-11156

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70070

user_report

MSG-11173

This user keeps joining my private sessions uninvited and won't leave me alone

70071

content_scan

BIO-11190

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70072

user_report

MSG-11207

This game is so trash, the devs should all be fired, worst update ever

70073

content_scan

MSG-11224

Everyone in this server hates you, just leave already, nobody wants you here

70074

appeal

BAN-11241

I was only joking with my friend, we always talk like that to each other.

70075

user_report

MSG-11258

This person is impersonating a popular streamer and scamming people for donations

70076

content_scan

GRP-11275

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70077

user_report

MSG-11292

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70078

content_scan

BIO-11309

DM me for promos 💰 check my link for deals, fast shipping worldwide

70079

user_report

MSG-11326

You're literally the worst player I've ever seen. Uninstall the game kid.

70080

user_report

MSG-11343

I'm going to mass report your account until you get banned. Watch your back.

70081

appeal

BAN-11360

My account was banned but I didn't do anything wrong. My little brother was using my account.

70082

content_scan

AVT-11377

[Avatar name: xX_SchoolSh00ter_Xx]

70083

user_report

MSG-11394

gg wp that was a great match! You almost had us in the second round.

70084

content_scan

WLD-11411

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70085

user_report

MSG-11428

This user keeps joining my private sessions uninvited and won't leave me alone

70086

content_scan

BIO-11445

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70087

user_report

MSG-11462

This game is so trash, the devs should all be fired, worst update ever

70088

content_scan

MSG-11479

Everyone in this server hates you, just leave already, nobody wants you here

70089

appeal

BAN-11496

I was only joking with my friend, we always talk like that to each other.

70090

user_report

MSG-11513

This person is impersonating a popular streamer and scamming people for donations

70091

content_scan

GRP-11530

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70092

user_report

MSG-11547

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70093

content_scan

BIO-11564

DM me for promos 💰 check my link for deals, fast shipping worldwide

70094

user_report

MSG-11581

You're literally the worst player I've ever seen. Uninstall the game kid.

70095

user_report

MSG-11598

I'm going to mass report your account until you get banned. Watch your back.

70096

appeal

BAN-11615

My account was banned but I didn't do anything wrong. My little brother was using my account.

70097

content_scan

AVT-11632

[Avatar name: xX_SchoolSh00ter_Xx]

70098

user_report

MSG-11649

gg wp that was a great match! You almost had us in the second round.

70099

content_scan

WLD-11666

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70100

user_report

MSG-11683

This user keeps joining my private sessions uninvited and won't leave me alone

70101

content_scan

BIO-11700

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70102

user_report

MSG-11717

This game is so trash, the devs should all be fired, worst update ever

70103

content_scan

MSG-11734

Everyone in this server hates you, just leave already, nobody wants you here

70104

appeal

BAN-11751

I was only joking with my friend, we always talk like that to each other.

70105

user_report

MSG-11768

This person is impersonating a popular streamer and scamming people for donations

70106

content_scan

GRP-11785

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70107

user_report

MSG-11802

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70108

content_scan

BIO-11819

DM me for promos 💰 check my link for deals, fast shipping worldwide

70109

user_report

MSG-11836

You're literally the worst player I've ever seen. Uninstall the game kid.

70110

user_report

MSG-11853

I'm going to mass report your account until you get banned. Watch your back.

70111

appeal

BAN-11870

My account was banned but I didn't do anything wrong. My little brother was using my account.

70112

content_scan

AVT-11887

[Avatar name: xX_SchoolSh00ter_Xx]

70113

user_report

MSG-11904

gg wp that was a great match! You almost had us in the second round.

70114

content_scan

WLD-11921

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70115

user_report

MSG-11938

This user keeps joining my private sessions uninvited and won't leave me alone

70116

content_scan

BIO-11955

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70117

user_report

MSG-11972

This game is so trash, the devs should all be fired, worst update ever

70118

content_scan

MSG-11989

Everyone in this server hates you, just leave already, nobody wants you here

70119

appeal

BAN-12006

I was only joking with my friend, we always talk like that to each other.

70120

user_report

MSG-12023

This person is impersonating a popular streamer and scamming people for donations

70121

content_scan

GRP-12040

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70122

user_report

MSG-12057

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70123

content_scan

BIO-12074

DM me for promos 💰 check my link for deals, fast shipping worldwide

70124

user_report

MSG-12091

You're literally the worst player I've ever seen. Uninstall the game kid.

70125

user_report

MSG-12108

I'm going to mass report your account until you get banned. Watch your back.

70126

appeal

BAN-12125

My account was banned but I didn't do anything wrong. My little brother was using my account.

70127

content_scan

AVT-12142

[Avatar name: xX_SchoolSh00ter_Xx]

70128

user_report

MSG-12159

gg wp that was a great match! You almost had us in the second round.

70129

content_scan

WLD-12176

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70130

user_report

MSG-12193

This user keeps joining my private sessions uninvited and won't leave me alone

70131

content_scan

BIO-12210

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70132

user_report

MSG-12227

This game is so trash, the devs should all be fired, worst update ever

70133

content_scan

MSG-12244

Everyone in this server hates you, just leave already, nobody wants you here

70134

appeal

BAN-12261

I was only joking with my friend, we always talk like that to each other.

70135

user_report

MSG-12278

This person is impersonating a popular streamer and scamming people for donations

70136

content_scan

GRP-12295

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70137

user_report

MSG-12312

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70138

content_scan

BIO-12329

DM me for promos 💰 check my link for deals, fast shipping worldwide

70139

user_report

MSG-12346

You're literally the worst player I've ever seen. Uninstall the game kid.

70140

user_report

MSG-12363

I'm going to mass report your account until you get banned. Watch your back.

70141

appeal

BAN-12380

My account was banned but I didn't do anything wrong. My little brother was using my account.

70142

content_scan

AVT-12397

[Avatar name: xX_SchoolSh00ter_Xx]

70143

user_report

MSG-12414

gg wp that was a great match! You almost had us in the second round.

70144

content_scan

WLD-12431

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70145

user_report

MSG-12448

This user keeps joining my private sessions uninvited and won't leave me alone

70146

content_scan

BIO-12465

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70147

user_report

MSG-12482

This game is so trash, the devs should all be fired, worst update ever

70148

content_scan

MSG-12499

Everyone in this server hates you, just leave already, nobody wants you here

70149

appeal

BAN-12516

I was only joking with my friend, we always talk like that to each other.

70150

user_report

MSG-12533

This person is impersonating a popular streamer and scamming people for donations

70151

content_scan

GRP-12550

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70152

user_report

MSG-12567

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70153

content_scan

BIO-12584

DM me for promos 💰 check my link for deals, fast shipping worldwide

70154

user_report

MSG-12601

You're literally the worst player I've ever seen. Uninstall the game kid.

70155

user_report

MSG-12618

I'm going to mass report your account until you get banned. Watch your back.

70156

appeal

BAN-12635

My account was banned but I didn't do anything wrong. My little brother was using my account.

70157

content_scan

AVT-12652

[Avatar name: xX_SchoolSh00ter_Xx]

70158

user_report

MSG-12669

gg wp that was a great match! You almost had us in the second round.

70159

content_scan

WLD-12686

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70160

user_report

MSG-12703

This user keeps joining my private sessions uninvited and won't leave me alone

70161

content_scan

BIO-12720

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70162

user_report

MSG-12737

This game is so trash, the devs should all be fired, worst update ever

70163

content_scan

MSG-12754

Everyone in this server hates you, just leave already, nobody wants you here

70164

appeal

BAN-12771

I was only joking with my friend, we always talk like that to each other.

70165

user_report

MSG-12788

This person is impersonating a popular streamer and scamming people for donations

70166

content_scan

GRP-12805

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70167

user_report

MSG-12822

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70168

content_scan

BIO-12839

DM me for promos 💰 check my link for deals, fast shipping worldwide

70169

user_report

MSG-12856

You're literally the worst player I've ever seen. Uninstall the game kid.

70170

user_report

MSG-12873

I'm going to mass report your account until you get banned. Watch your back.

70171

appeal

BAN-12890

My account was banned but I didn't do anything wrong. My little brother was using my account.

70172

content_scan

AVT-12907

[Avatar name: xX_SchoolSh00ter_Xx]

70173

user_report

MSG-12924

gg wp that was a great match! You almost had us in the second round.

70174

content_scan

WLD-12941

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70175

user_report

MSG-12958

This user keeps joining my private sessions uninvited and won't leave me alone

70176

content_scan

BIO-12975

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70177

user_report

MSG-12992

This game is so trash, the devs should all be fired, worst update ever

70178

content_scan

MSG-13009

Everyone in this server hates you, just leave already, nobody wants you here

70179

appeal

BAN-13026

I was only joking with my friend, we always talk like that to each other.

70180

user_report

MSG-13043

This person is impersonating a popular streamer and scamming people for donations

70181

content_scan

GRP-13060

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70182

user_report

MSG-13077

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70183

content_scan

BIO-13094

DM me for promos 💰 check my link for deals, fast shipping worldwide

70184

user_report

MSG-13111

You're literally the worst player I've ever seen. Uninstall the game kid.

70185

user_report

MSG-13128

I'm going to mass report your account until you get banned. Watch your back.

70186

appeal

BAN-13145

My account was banned but I didn't do anything wrong. My little brother was using my account.

70187

content_scan

AVT-13162

[Avatar name: xX_SchoolSh00ter_Xx]

70188

user_report

MSG-13179

gg wp that was a great match! You almost had us in the second round.

70189

content_scan

WLD-13196

[World description: Chill hangout spot, no drama, good vibes only 🌴]

70190

user_report

MSG-13213

This user keeps joining my private sessions uninvited and won't leave me alone

70191

content_scan

BIO-13230

Bitcoin investor 📈 Turn $100 into $5000 in 24hrs! DM for details, limited spots

70192

user_report

MSG-13247

This game is so trash, the devs should all be fired, worst update ever

70193

content_scan

MSG-13264

Everyone in this server hates you, just leave already, nobody wants you here

70194

appeal

BAN-13281

I was only joking with my friend, we always talk like that to each other.

70195

user_report

MSG-13298

This person is impersonating a popular streamer and scamming people for donations

70196

content_scan

GRP-13315

FREE V-BUCKS GENERATOR 2024 - Click link in bio - 100% working no ban

70197

user_report

MSG-13332

I'll kill it in that game tonight, gonna absolutely destroy everyone in the lobby

70198

content_scan

BIO-13349

DM me for promos 💰 check my link for deals, fast shipping worldwide

70199

user_report

MSG-13366

You're literally the worst player I've ever seen. Uninstall the game kid.

70200

user_report

MSG-13383

I'm going to mass report your account until you get banned. Watch your back.

THE CHALLENGE

What T&S teams face today

Social platforms face an ever-growing volume of text that must be reviewed for policy violations: chat messages, user bios, avatar names, group descriptions, world labels, and flagged content requiring review. Most T&S teams are small relative to their user base.

Keyword filters produce massive false positive rates because they can't understand context. Human reviewers are accurate but expensive, slow, and subject to burnout when processing sensitive content daily.

Growing backlogs

Report volume outpaces review capacity

Inconsistent enforcement

Different reviewers reach different conclusions

Hidden abuse patterns

Coordinated campaigns invisible at individual report level

THE SOLUTION

AI-powered content moderation

Queryboost batch processes chat messages, user bios, and flagged content overnight—classifying each with violation type, severity, and recommended action, with reasoning for every decision.

Process millions of items overnight
Context-aware classification, not just keywords
Confidence scores for auto-action thresholds
Audit-ready reasoning for transparency

AI ATTRIBUTES

Structured output for every piece of content

Every message, bio, and piece of content is analyzed and returns schema-conforming attributes ready for your triage workflow. Define your own prompt and schema to match your platform's policies.

violation_categoryenum

noneharassmentscamspam+2 more

Primary policy violation type detected

severity_levelenum

lowmediumhighcritical

Urgency level for triage prioritization

action_requiredboolean

Whether the content needs human review or action

recommendationenum

no_actionwarn_userremove_contentinvestigate_pattern

Suggested moderation action based on severity

reasoningstring

Natural language explanation of the classification

evidence_spanslist of strings

Specific text excerpts supporting the classification

Define attributes for your platform's specific policies

The prompt and output schema are fully customizable. Extract attributes tailored to your community guidelines, content policies, and regulatory requirements.

WHY THIS IS POWERFUL

From reactive to proactive moderation

Context-aware classification

Distinguish genuine threats from gaming trash talk, sarcasm from harassment, scams from legitimate promotions. Eliminate the false positive flood.

100% coverage at batch cost

Real-time LLM APIs are expensive. Queryboost's batch pricing makes scanning every piece of content metadata economically viable.

Audit-ready transparency

Include reasoning and extract evidence with every classification. Supports audit trails, regulatory review, and appeals.

Ready to scale your T&S operations?

See how Queryboost can process your T&S text data at scale.

Request a demo