DAIGNOSIS MOTOR PRO

AI-Assisted Industrial Acoustic Observability

Advanced acoustic analysis and longitudinal monitoring for engines and industrial machinery. Build a permanent historical machine memory on-device to track baseline wear patterns, support preventive maintenance, and validate workshop calibrations.

Join Founder Early Access Explore the Platform
DAIGNOSIS PRO
ACTIVE SCAN
Session Health 98.4% Nominal
Engine RPM 1240 ± 8 RPM
Acoustic Drift 1.2% (Low)
Machine Memory 3 Runs Logged
RECORDING 4S BUFFER
Google Play Early Access
Privacy-First (100% Offline)
Zero Raw Audio Uploads
Scientific Prudence (UNKNOWN-First)
Android Calibrated
Engineering Philosophy

Why DAIGNOSIS Exists

We build tools to support real mechanical expertise, not to replace it with superficial predictions. DAIGNOSIS MOTOR PRO bridges high-frequency physical acoustic analysis with day-to-day workshop utility.

Prevent Costly Failures

Small acoustic irregularities often manifest in the engine casing long before visible visual anomalies or physical breakdown. DAIGNOSIS is designed to log subtle changes early, preventing expensive repairs.

Support Workshops

We provide mechanical workshops with empirical, acoustic traceability to present to clients, verifying that post-calibration engine harmonics are stable, balanced, and running within tolerances.

Assistance, Not Magic

We reject diagnostic tools that promise instant, magical "100% correct" answers. Our engine acts strictly as an AI assistant, evaluating physical measurements objectively to guide the technician's hands.

Scientific Prudence

UNKNOWN is not a failure. It is scientific honesty.

In high-consequence industrial diagnostics, guessing is a liability. If a diagnostic tool forces a guess under bad sensor conditions or in noisy environments, it generates false positives that waste valuable technical hours.

Our core classification engine operates under an **UNKNOWN-First Safeguard**. If the background noise level (SNR) is too high, if the engine RPM is highly unstable, or if the extracted sound profile lands outside our pre-calibrated reference coordinate bounds, DAIGNOSIS MOTOR PRO outputs **UNKNOWN** instead of inventing a result. This ensures total field reliability and trust.

THE COST OF GUESSING VS SCIENTIFIC PRUDENCE

Traditional Diagnostic Software
Forces a classification match even if background noise (dropping tools, exhaust air) corrupts the signal. Returns false diagnoses.
Result: False Positive / Unreliable Action
DAIGNOSIS MOTOR PRO Safeguard
Detects corrupted acoustic parameters or out-of-tolerance profiles. Activates safeguard and flags the capture as inconclusive.
Result: UNKNOWN (Safety Lock Active)
Visual Realism

Empirical App Dashboards & Modules

DAIGNOSIS MOTOR PRO contains zero abstract diagrams or sci-fi UI placeholders. Explore the exact interfaces built into the mobile application below.

Workshop Capture Mode Raw Signal Isolation

Captures 4 seconds of raw PCM audio. Validates environment noise level and hardware microphone sensitivity in real-time. Directs the operator via instant capture coaching if the ambient sound exceeds safe thresholds.

MIC LEVEL: CALIBRATED (16.0 kHz)
SNR Floor: 14.2 dB [VALID]
Deep Scan Combustion Metrics DSP Parametrization

Extracts physical indicators of mechanical health. Evaluates fundamental frequency drift (F0) for combustion cycle stability, spectral entropy to locate spark irregularities, and kurtosis variables to isolate metallic knocks.

RPM DEVIATION ±8 RPM
ENTROPY 0.419
KURTOSIS 2.98
Longitudinal Observability Timeline Machine Memory Log

Track machines over days or cycles. The encrypted SQLite database matches current embeddings with saved reference signatures, highlighting baseline shifts or gradual mechanical decay.

Run #03 — Post-Calibration Run 98.4% Match (Nominal)
Run #02 — Degraded Valve Clearance 86.1% Match (Drift Warning)
Technical Workshop Reports Signed PDF Generator

Generate clean, unalterable technical PDF reports to share with machine owners. Contains engine descriptors, stability indices, F0 calibration statistics, and diagnostic validation tags.

📄 daignosis_report_489_EA.pdf EXPORT READY
Engineering Hardening

Built for Real-World Industrial Conditions

Industrial environments are harsh, loud, and unpredictable. DAIGNOSIS MOTOR PRO is built from the microchip up to ensure diagnostic robustness in physical fields.

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Android Hardening

Executed strictly inside the Android application sandbox. Isolates code execution and secures local diagnostic histories inside encrypted database modules.

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Signal Quality Gates

Enforces strict decibel thresholds and Signal-to-Noise Ratio (SNR) checks prior to feature isolation. Guarantees that bad acoustic recordings never pollute diagnostics.

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Anti-Spoofing Filters

Filters transient high-frequency knocks (such as dropped tools, metal sliding, or background compressor cycles) to verify that only engine combustion cycles are monitored.

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Longitudinal Drift Log

Compares multidimensional coordinate differences over multiple engine runs, plotting precise machine decay history without requiring external cloud telemetry.

Interactive Walkthrough

Discover the Platform

Experience the exact functional flow of a DAIGNOSIS MOTOR PRO monitoring cycle. Click through the phases below to preview how our offline engine performs industrial acoustic observation.

daignosis_motor_pro_walkthrough.mp4 [24s]
🎙️ MIC_INPUT ACQUISITION ACTIVE
RECORDING RAW BUFFER... Sampling rate: 16.0 kHz PCM
⚡ DSP_CORE PARAMETER ISOLATION
F0 (Base RPM): 1204 Hz [STABLE]
Combustion Entropy: 0.419 [NOMINAL]
Kurtosis Coefficient: 2.98 [STABLE]
🧠 NEURAL_CONSENSUS 128-D VECTOR COMPARE
98.4% COORDINATES TOLERANCE PASSED CLASSIFICATION: NOMINAL STABILITY
📄 PDF_ENGINE DOCUMENTATION COMPLETE
ENGINE TYPE: 4-Stroke
ID: #489-EA
HEALTH SCORE: 98.4%
STATUS: Calibrated
📄 daignosis_report_489.pdf exported
Acoustic Engineering

Sober, transparent physical signal processing.

We process mechanical waves through a deterministic local pipeline executing 100% offline on the device's microchip.

PHASE 01

PCM Capture

Hardened 4-second raw audio acquisition sampled at 16 kHz. Hardware input channels, gain levels, and background noise floor (SNR) are dynamically validated to prevent recording failures.

PHASE 02

DSP Parameters

Calculates the Fundamental Frequency (F0) to verify RPM stability, spectral entropy to map combustion irregularities, and Kurtosis metrics to identify transient knocks.

PHASE 03

Latent Space Vectors

Extracts an anonymous, irreversible 128-dimensional acoustic embedding vector. This mathematical blueprint uniquely identifies the machine's specific mechanical signature.

PHASE 04

Bayesian Consensus

Local cosine similarity and coordinate tolerances run on TFLite embeddings. Updates are managed via a **Shadow Evaluation System** that runs new model candidates in parallel to guarantee backward safety.

Privacy & Security

On-Device matching. Confidentiality by design.

We respect industrial secrets and workshop confidentiality. Our **Privacy-First** architecture ensures that sensitive mechanical sounds never leave your terminal.

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100% Offline Processing

All signal calculations and database similarity checks are done locally inside the Android application sandbox. No internet connection is required or used during monitoring.

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Zero Raw Audio Uploads

DAIGNOSIS MOTOR PRO does not store or transmit raw audio recordings. Once vectors are calculated, raw audio bytes are immediately cleared from volatile memory.

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Transparent Consent

Anonymized telemetry and session history logs are strictly opt-in, giving you absolute control over data transmission from your diagnostic hardware.

🔐 LOCAL_ISOLATE_SANDBOX
[INFO] Initializing hardware neural isolation...
[INFO] Model loaded successfully: TFLite v2.4
[DATA] Latent space dimensions isolated: 128
e9 0d a5 81 f5 9e 0b ef 44 44 02 84 c7 09 09 0b f8 fa fc 94 a3 b8 64 74 8b 0ea5e9
[STATUS: SECURE_LOCAL_PROCESSING_ACTIVE]
Founder Program

Founder Early Access

Early access program for early adopters of the AI-assisted industrial acoustic observability platform.

Founder Google Play Early Access — Coming Soon

“Early adopters can unlock permanent PRO access during the platform's Early Access phase.”

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Permanent PRO Access

Lifetime license with no monthly fees or recurring subscriptions.

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Future PRO Upgrades Included

All major upgrades and evolutionary AI model weights updates at no extra cost.

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Founder Price Locked Forever

Your one-time fee is permanently respected against future subscription plans.

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Early Access to New Features

Be the first to test new spectral analysis models and Machine Memory features.

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Direct Development Support

Your contribution directly funds offline model optimization and field calibrations.

Founder Early Access

One-time lifetime payment

4.99€

“Founder users will retain permanent PRO access even as the pricing model evolves in the future.”

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Available Exclusively In-App

The Founder Early Access plan is acquired directly inside the DAIGNOSIS MOTOR PRO mobile app via Google Play.

DAIGNOSIS MOTOR PRO is currently in Early Access. Results are AI-assisted and designed to support industrial acoustic monitoring workflows.
Validation Matrix

Workshop Field Testing & Device Compatibility

We build confidence through empirical validation. Below is our ongoing matrix of tested hardware and initial mechanic evaluations from early testing programs.

Hardware Compliance

Samsung Galaxy Tab Active4 PASS
Google Pixel 8 Pro PASS
Xiaomi Redmi Note 12 Pro PASS
Samsung Galaxy S23 PASS

Early Workshop Feedback

"The UNKNOWN-First safeguard gives us security. It doesn't force matches when background compressors are running."

— Industrial Maintenance Service, Barcelona

"Acoustic machine memory allowed us to show a customer the progression of a valve tick before it caused damage."

— Automotive Repair Lab, Madrid

Repeatability Metrics

Consecutive Run Stability 97.8%
Optimal SNR Threshold < 12 dB
Offline Inference Latency < 340ms
False Match Safeguard 100% Active
Engineering Transparency

Technical Specifications & Operational Boundaries

⚠️ Complementary Assistant

DAIGNOSIS MOTOR PRO is an acoustic helper. **It does not replace physical inspection, visual checks, or mechanical disassembly** performed by certified automotive and industrial engineers.

⚠️ Microphone Sensitivity

Diagnostic consistency depends directly on the hardware quality of the Android microphone. Clogged ports, case obstructions, or low-cost transducers can introduce reading deviations.

⚠️ Environment SNR Limits

Extreme workshop background noise (e.g., active high-pressure pneumatics closer than 3 meters) can overwhelm active filters, triggering safe inconclusive states to prevent false readings.