Spirit Quality agent

Congener, methanol, clarity, defect, and off-note sensing before the cask, using spectral and GC-adjacent signals grounded in site-specific quality labels.

What it does

Caskent senses and predicts the quality state of new make or neutral spirit before it reaches the cask, tank, or blend plan. The agent converts fast spectral traces and lab-adjacent signals into reviewable quality calls.

  • Predicts congener profile and off-note risk from live signals.
  • Checks methanol and safety limits before downstream commitment.
  • Flags clarity and defect patterns that deserve human review.
SPECTRAL TRACE
Spectral waveform traceA solid waveform trace shows peaks being compared against target sensor bands. ESTER BANDCONGENER BANDDEFECT CHECKSENSOR WAVELENGTH

How it works

The agent calibrates spectral and process signals against lab, GC, sensory, and product-spec labels. It reports a quality state, confidence, and required human review points before spirit is routed onward.

  • Compares current profile to target congener envelope.
  • Separates safe signals from review-required risk.
  • Feeds quality labels back into the twin and cut controller.
PROFILE VS TARGET
Congener profile bars versus targetBars compare esters, aldehydes, higher alcohols, sulfur notes, and methanol against target limits. ESTALDHIGHER ALCSULFURMETHANOLTARGET LIMITSAFE

Capabilities

Inline quality intelligence for product safety, consistency, and routing.

Congener prediction

Estimates key profile families against a site-defined target envelope.

Methanol limit checks

Flags safety-risk readings and requires review before the spirit moves downstream.

Off-note detection

Connects spectral anomalies and process context to sensory defect categories.

Clarity monitoring

Detects haze, turbidity, and clarity drift before storage or blending.

QC feedback loop

Feeds quality labels back into Ferment & Wash, Distill & Cut, and the digital twin.

Inputs and signals

Fast signals are paired with trusted lab and sensory references.

SignalSourceWhat Caskent does
Spectral traceInline or bench sensorPredicts congener families and flags anomalous peaks.
GC-adjacent labelsLab method, reference batch, or GC resultCalibrates fast predictions to trusted quality measurements.
Methanol readingSensor, lab, or validated proxyApplies hard safe-limit checks before downstream routing.
Sensory notesPanel, master distiller, or QC recordLinks model output to real product language and defects.
Process contextFermentation and distillation recordsExplains likely cause and sends feedback to upstream agents.

Control and review

Quality decisions are not a blind sequence. The agent presents a bounded quality state, the signals behind it, and a clear operator decision on route, hold, retest, or review.

  • Safe batches can proceed under approved routing rules.
  • Uncertain batches are held for lab or sensory confirmation.
  • Defect context is sent upstream to improve future control.
METHANOL RISK
Methanol risk gauge reading safeA solid gauge reads safe with a pointer in the approved range. SAFELOWREVIEW0.3 ppm illustrative

Outcomes

Illustrative design-partner targets, measured against quality and rework baselines.

29%fewer late QC surprises
14%tighter congener-profile variance
21%faster hold or release decisions
100%of quality calls logged

Assurance note

Spirit Quality is a bounded sensing and prediction layer. Safety limits, hold rules, and release rules are set by the site, every quality call is logged, and human-in-the-loop review stays active for uncertain or high-risk states.

Works with the rest of the stack

Quality sensing turns production feedback into better upstream control.

  1. FW

    Ferment & Wash

    Receives defect and congener feedback tied to wash trajectory.

    Open
  2. DC

    Distill & Cut

    Uses quality signals to refine the heads, hearts, and tails model.

    Open
  3. DT

    Digital Twin

    Simulates quality outcome and maturation impact before the next run.

    Open
We did not have to wait for a late lab surprise to question a run. The agent showed the signal, the quality call, and the reason a batch should be held for review.
Quality managerDesign-partner distillery, illustrative

Sense quality before it becomes rework.

Request access to evaluate Spirit Quality on one still, tank, or QC station with safe-limit review and logged decisions.

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