methodology v1.0

beneat

Probability density intelligence. ML-driven frameworks identifying high-probability zones before price arrives.

Last updated: December 2025

01

executive summary

Beneat is a probability density intelligence platform that provides institutional-grade quantitative analytics. Our proprietary four-layer framework analyzes millions of blockchain transactions to identify high-probability zones before price arrives.

Built for hedge funds, trading desks, and sophisticated allocators. Delivered via API, WebSocket, or custom integration.

02

the problem

information asymmetry

In crypto markets, informed flow moves before price. Identifying where high-accuracy actors are positioning—and at what price levels—provides critical edge. Without quantitative frameworks, this information advantage remains inaccessible.

Manual Research Overhead

Research teams spend 4-8 hours daily analyzing wallet behavior with no systematic framework for prioritization.

Tool Limitations

Existing platforms surface data but lack probabilistic frameworks for identifying high-conviction zones.

Unvalidated Intelligence

Most on-chain analytics lack statistical validation. No confidence scoring, no backtestable methodology.

Temporal Disadvantage

Without automated detection, informed flow positioning is identified only after the edge has diminished.

03

our edge

We build institutional-grade quantitative infrastructure for probability density intelligence. Our proprietary framework provides:

Proprietary algorithms that identify high-probability zones before price arrives
Multi-factor clustering detection with statistical confidence scoring
Quantitative validation framework with documented, backtestable methodology
Verifiable on-chain data—audit any zone against public blockchain records
04

the solution

behavioral signal analysis

Our algorithm continuously monitors blockchain activity across multiple chains, analyzing millions of wallets to identify high-accuracy actors with consistently strong performance.

Historical ROI and win rate
Entry timing analysis
Cross-condition consistency
Behavioral sophistication
probability zone detection

When multiple high-accuracy actors begin accumulating at similar price levels within a short timeframe, we detect this clustering and generate a probability zone. These multi-actor convergence events historically indicate higher-conviction price levels than single-actor activity.

validation framework

Every zone passes through our proprietary four-layer validation:

Statistical Validation

Multi-factor probability scoring with adaptive market regime detection.

Behavioral Analysis

Pattern recognition to filter wash trading, bot activity, and anomalies.

05

technology overview

Beneat is built on modern, scalable infrastructure designed for real-time blockchain data processing:

Multi-chain Support

Currently Ethereum, Solana, and Base. Additional chains based on user demand.

Real-time Processing

On-chain data indexed and analyzed with minimal latency for timely signals.

Read-only Architecture

We analyze public blockchain data. No wallet connections, no custody, no transaction signing.

Transparent Data

Every wallet and transaction we reference is publicly verifiable on-chain.

06

early validation

Before building the full platform, we validated our core hypothesis: can algorithmic behavioral analysis outperform manual research?

847
Actors Identified
73%
Zone Hit Rate
4.2hrs
Avg Lead Time
methodology

We ran our behavioral analysis algorithm against 6 months of historical on-chain data (June - December 2024) across Ethereum and Solana. Hit rate defined as zones where price moved 20%+ within 48 hours of detection.

Past performance in backtesting does not guarantee future results.

07

how it works in practice

How Beneat fits into a typical trading workflow:

Morning

Review Active Zones

See overnight probability zones with actor track records and confidence scores.

Research

Verify & Decide

Check historical performance, contract details, liquidity. We surface data—you make the call.

Action

Execute Strategy

If it fits your risk profile, trade. 10 minutes instead of 4 hours.

Ongoing

Real-Time Alerts

Notifications when new zones hit your criteria. Filter by chain, score, or confidence.

08

timeline

Building in public. Shipping fast.

Q4 2025
Development
Done
Q1 2026
Private Alpha
Now
Q4 2026
Public Beta
Soon
Q1 2027
Advanced Features
Soon
09

team & philosophy

We're a small team of engineers and traders who got tired of the noise. We've been burned by signal groups, overwhelmed by manual research, and frustrated by tools that showed us data without telling us what mattered.

Our philosophy: build useful software, be honest about capabilities, let the product speak for itself. We're not promising guaranteed returns. We're building a tool that gives you an edge—what you do with it is up to you.

10

disclaimers

Not Financial Advice: Data and analytics only, not investment recommendations.
No Guaranteed Returns: Crypto is volatile. Past performance does not guarantee future results.
Risk of Loss: Never invest more than you can afford to lose.
Subject to Change: This document reflects current plans and may be updated.

ready to integrate?

Request access to our probability density intelligence platform.

Contact Sales