Solutions

Built for workflows that demand control.

Each solution is a workflow, not just a model. One problem, one deployment pattern, one measurable outcome — on hardware you control.

TaxDesign-partner early access

Classify rulings. See why.

Problem

Tax professionals need to classify rulings quickly and explain the reasoning to clients and regulators. Black-box AI is a liability when the IRS asks how you reached a conclusion.

Workflow

TaxSense reads rulings and classifies them by type — deductions, credits, penalties, procedure. Then shows exactly which phrases drove each decision. Built-in explainability, not an afterthought.

Outcome

Design-partner early access. Target: 0.86 macro F1 (internal eval — independent benchmark pending). Built-in XAI. Under 5 MB. Signed ONNX.

Finance

Score sentiment before you finish reading.

Problem

Financial advisors, traders, and analysts need to read market sentiment from news faster than they can read the article — without sending their queries to a third party.

Workflow

A headline hits. FinSense scores it bullish, bearish, or neutral at 42 μs. On your phone. In English, Spanish, Chinese, or Japanese. No API call. No one sees your queries.

Outcome

FinSense v6 standard (2.48 MB): 96.1% multi-dataset aggregate accuracy. 42 μs inference. 4 languages. Zero cloud dependency.

Healthcare

Screen hearts where cardiologists can't go.

Problem

Rural clinics, field hospitals, and remote areas lack specialist access. Sending patient data to cloud services violates HIPAA and creates connectivity dependencies in places with unreliable internet.

Workflow

A nurse holds a phone to a patient's chest. ECG Arrhythmia flags irregular heartbeats in 36 μs. No cardiologist needed on-site. No internet needed. Patient data never leaves the device.

Outcome

36 μs on Snapdragon NPU. 101 KB model. Fully on-device. No connectivity required.

Industrial & Edge

Predict failure weeks before it happens.

Problem

Unplanned downtime costs $80K+ per incident. Traditional monitoring reacts to failure rather than predicting it. Cloud-dependent solutions fail in environments without reliable connectivity.

Workflow

Clip a sensor to a motor. TS Anomaly and Bearing Anomaly learn what 'normal' sounds and feels like. When patterns shift — weeks before a breakdown — you get an alert. Runs for a year on a coin-cell battery.

Outcome

39 μs latency. 387 days on CR2032 battery. 36 KB model. MCU-ready.

Don't see your industry?

The platform supports custom models and workflows. Start with an assessment and we'll scope exactly what you need.