Cipher by Surbee

AI-powered fraud detection that catches what humans miss

Machine learning and LLMs analyze every response in milliseconds. Detect bots, coordinated submissions, VPNs, and subtle patterns that threaten your data quality.

99.7%Detection accuracy
<50msAnalysis time
2.3M+Threats blocked
Capabilities

Built on cutting-edge AI

01

Machine Learning Models

Custom-trained models analyze behavioral patterns, typing cadence, and response consistency to identify fraudulent submissions with 99.7% accuracy.

02

LLM-Powered Analysis

Large language models detect semantic inconsistencies, AI-generated text, and contradictory responses that rule-based systems miss.

03

Network Intelligence

Identify coordinated fraud rings, VPN usage, datacenter traffic, and geographic anomalies across your entire response pool.

04

Instant Verification

Every response is analyzed in under 50ms. No delays, no queues. Your participants get a seamless experience while fraudsters get blocked.

05

Adaptive Learning

Cipher learns from your data. The more responses you collect, the smarter it gets at detecting patterns specific to your research.

06

Privacy-First Design

All analysis happens in real-time without storing PII. SOC 2 compliant infrastructure ensures your data stays protected.

Bot Detection

Identify automated submissions with 99.7% accuracy

Our ML models analyze behavioral patterns, typing cadence, mouse movements, and response timing to distinguish genuine human participants from sophisticated bots and automated scripts.

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Fraud Rings

Detect coordinated fraud across your entire dataset

Network intelligence identifies connections between responses—shared devices, similar patterns, geographic clustering—to uncover organized fraud that individual checks miss.

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AI Content

Flag AI-generated and copy-paste responses

LLM-powered semantic analysis detects ChatGPT responses, contradictory answers, and low-effort submissions that undermine your research quality.

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Technology

5-layer detection pipeline

Every response passes through our multi-layered ML pipeline, analyzing 120+ signals in real-time

01
Signal CollectionBrowser fingerprint, IP analysis, device metadata, timing patterns
47 signals
02
Behavioral AnalysisResponse patterns, typing cadence, navigation flow, attention metrics
23 signals
03
Content AnalysisLLM semantic analysis, contradiction detection, AI-text identification
31 signals
04
Network IntelligenceCross-response correlation, fraud ring detection, coordinated patterns
18 signals
05
Risk ScoringML ensemble model combines all signals into unified fraud probability
1 output
120+Total signals
5Detection layers
<50msProcessing time

Get Started

Protect your research data today

Cipher is built into every Surbee survey. Start collecting verified, high-quality responses in minutes—no integration required.

API interface screenshot showing search query input and structured data output