Human state estimation

See the human state behind every action.

My Business turns behavioral signals into interpretable latent-state estimates for teams building human-in-the-loop systems. Understand changing intent, workload, and control behavior in real time.

Begin with one use case, one signal pipeline, and a measurable validation plan.

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Estimator statusCalibrated

Founder promises

Built for evidence, not theater.

01

Visible uncertainty

Every estimate carries confidence and model context so your team can distinguish signal from ambiguity.

02

Human-readable evaluation

Inspect performance by scenario, session, and state transition instead of trusting one aggregate metric.

03

Controlled deployment

Versioned estimators, explicit promotion steps, and clear rollback paths keep your team in charge.

The system

From raw behavior to an actionable state model.

A focused workflow for control, robotics, simulation, and safety teams that need more than a dashboard.

Live latent-state timeline

Track the state beneath the observed action.

Align telemetry, inputs, and task context on one timeline. Compare inferred state transitions with real operator behavior and system outcomes.

Detect meaningful transitions

Surface shifts in intent, attention, workload, or control strategy without reducing people to a single score.

Integrate with your control loop

Stream estimates into simulation, monitoring, and adaptive control systems through a focused developer API.

01

Signal

Ingest synchronized human and system observations.

02

Estimate

Infer state with confidence and temporal context.

03

Act

Deliver structured outputs to your existing stack.

Pricing

Start narrow. Prove value. Scale deliberately.

Pricing reflects the operational work behind dependable state estimation. Every paid engagement starts with explicit data and validation boundaries.

Sandbox

For evaluating the workflow with sample or synthetic data.

  • One local project
  • Sample signal pipelines
  • Evaluation workspace

$0

for exploration

Open a sandbox

Pilot

Best for validation

For validating one estimator against a bounded operational use case.

  • One live data source
  • Versioned estimator
  • Scenario evaluation
  • Monthly model review

$750

/ month

Start a pilot

Operational

For production programs with multiple environments or deployment requirements.

  • Multiple estimators
  • Streaming API
  • Deployment controls
  • Dedicated technical support

Custom

annual agreement

Discuss deployment

Questions

Clear boundaries before deployment.

Begin with the right question

Make hidden human state measurable.

Bring one use case and a representative signal set. My Business will help you define an estimator and a credible path to validation.