AI for Wage & Hour LitigationBacked by Real Experts

Turn payroll and time data into interactive damages models.

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  • Lower CostNo hourly expert rate
  • Faster ResultsDamages analysis in days
  • Fully TraceableEvery figure traces to source

One model, the whole case.

The same analysis carries from first production through mediation and into trial — you’re not rebuilding numbers at every stage.

Data ExtractionPayroll and timecards normalized into one defensible record.Damage ModelingMeal, rest, overtime, and regular-rate premiums, to the punch.AnalysisA wage & hour expert stress-tests the assumptions and signs off.Mediation PrepStrategy, exposure ranges, and mediation briefs from the numbers.TrialExhibit-ready figures and testimony, traceable to source.
01Data Extraction

Messy records in. Structured data out.

Drop in PDFs, spreadsheets, scans, even handwritten timecards. Knool extracts everything into a single analysis-ready workbook.

  • Reads scanned and handwritten timecards
  • Normalizes mixed formats into one schema
  • Exported straight to Excel
02Damage Modeling

Damages, modeled to the record.

Knool matches timecards to paystubs and hire/release dates, calculates regular rate, and models damages on the methodology you set. No black-box math.

  • Plaintiff ceiling, realistic midpoint, defense floor
  • Models every claim on your methodology and assumptions
  • Every figure traced to source and methodology
Meal & rest
Overtime
Off-the-clock
Waiting time
03Analysis

Verified by a real wage & hour expert.

A human expert stress-tests the assumptions, runs the scenarios, and signs off before the number leaves the building.

  • Scenario modeling to compare outcomes
  • Sensitivity across rate, frequency, and class size
  • Reviewed and signed off by a wage & hour expert
Verified by a real wage & hour expert
04Mediation Prep

Walk in with leverage.

Visualized exposure, the narrative behind the numbers, and every figure traceable down to the punch.

  • Tell the story behind the numbers
  • Visualize damages, exposure, and settlement positions
  • Adjust assumptions live and watch the number move
  • Traceable calculations, ready for cross
OFFERSETTLEDEMAND
05Trial

A real expert, on the stand.

If the case goes to trial, the expert who verified the model can testify to it. Exhibits already built. Math already defensible.

  • Retained wage & hour expert witness
  • Court-ready exhibits and figures
  • Every number traceable under cross

Who it's for

For plaintiff firms

Know your number before you walk in.

Model exposure in days, not months. Push back on lowball offers with a damages picture your client can see and your opponent can verify.

For defense firms & in-house counsel

Stress-test exposure before opposing counsel does.

Get a defensible damages range early, identify which claims actually have legs, and brief the client with numbers they can act on.

For experts

Build an opinion you can defend on the stand.

Ground your damages analysis in the record, with every figure traceable to the underlying punch or pay period — ready for report, deposition, and cross.

Security is the foundation.

Your matters are confidential, privileged, and often high-stakes. Knool is built so they stay that way.

  • SOC 2 Type I
  • HIPAA compliant
  • Confidential & privileged by design
  • Every figure traceable to source
Read the Trust Center
SOC 2Type I
HIPAACompliant
SSO& encryption
ISO 27001Coming soon
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Get your first Case Evaluation free.

See your exposure on a real matter before you commit to a strategy — no engagement, no hourly expert clock running.

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