Built for business-critical operations in Chattanooga and across the Southeast

Agentic Analyticsfor RealOperationalOutcomes

Thrash Analytics builds governed analytics systems that detect what changed, explain why it matters, prioritize the next best action, and trigger accountable work across manufacturing, healthcare, logistics, and public-sector operations.

Watchtower prototype showing ranked insights, KPI variance, drivers, narrative, recommendations, action history, and effectiveness tracking.
ManufacturingVariance watchtowers for plant, supply chain, and operations teams.
HealthcareGoverned RCM intelligence that connects root causes to cash outcomes.
LogisticsControl-tower logic that ranks the work most likely to move throughput or service.
Public SectorHuman-reviewed analytics loops for accountable public-service operations.

What agentic analytics means

Detect, explain, prioritize, trigger, and measure

The work is not another dashboard. It is a governed operating loop that turns a signal into accountable action and tracks whether the action worked.

1

Detect

Monitor semantic KPIs and queues for variance that is large enough, timely enough, and valuable enough to review.

2

Explain

Surface drivers, evidence, and plain-language narratives so operators can understand why the signal matters.

3

Prioritize

Rank insights by impact, confidence, urgency, deadline risk, and whether an owner can act.

4

Trigger

Recommend next-best actions with approvals, policy context, accountable owners, and fallback paths.

5

Measure

Track decisions, action history, observed impact, and effectiveness so the loop improves over time.

Productized offers

Clear ways to start without a vague AI roadmap

Start with a fixed-fee diagnostic, then move only when the workflow, data readiness, governance needs, and measurable outcome are clear.

Agentic Analytics Diagnostic

$3,500 to $7,500 fixed fee

A scoped starting point for identifying the first KPI, queue, or exception pattern where agentic analytics can create measurable movement.

View Offer

Watchtower Pilot

Scoped after diagnostic

A focused pilot that turns one workflow into a monitored, explainable, approval-aware operating loop.

View Offer

Fractional Agentic Analytics Lead

Scoped by cadence

Senior guidance for KPI design, semantic-layer decisions, governance patterns, pilot review, and scaling choices.

View Offer

Use cases

Initial workflows grounded in operational work

The right first use case has enough signal, enough value, and a clear owner group that can act.

Manufacturing Variance Watchtower

Plant and operations teams need earlier visibility into throughput, downtime, quality, or inventory drift.

View Use Cases

Logistics Delay Risk

Shipment exceptions and carrier variance compound before teams know which delays deserve action.

View Use Cases

Healthcare RCM Recovery Watchtower

Denials, underpayments, AR aging, and payer friction hide inside disconnected queues.

View Use Cases

Public Service Response Triage

Resident-service, permitting, inspection, or response queues can drift without clear urgency or accountability.

View Use Cases

Why Thrash

A specialist in KPI-to-action systems

Thrash Analytics is built for teams that need senior judgment, fast focus, and governed operating loops.

More specific than broad AI consulting

The work starts with a KPI, queue, owner group, and decision loop instead of a generic AI roadmap.

More governed than automation shops

Recommendations carry evidence, approvals, policy context, fallback paths, and measurement from the start.

More operational than dashboards

The system is designed to trigger accountable work and learn from outcomes, not only visualize variance.

Scorecard

Find the workflow most ready for agentic analytics

The Chattanooga Agentic Analytics Scorecard helps operators evaluate KPI readiness, explainability, governance, action tracking, and outcome learning.

Chattanooga Agentic Analytics Scorecard

Use the scorecard to evaluate KPI readiness, explainability, governance controls, action tracking, and outcome learning.

Form loading.

Founder-led

Enterprise AI judgment with hands-on engineering depth

Will Thrash is an agentic AI engineer and AI/data platform leader with 20+ years designing, building, and governing enterprise software, data warehousing, analytics, and AI systems.

Will Thrash, founder of Thrash Analytics
Will ThrashFounder, Thrash Analytics

Next step

Bring one KPI, queue, or operational bottleneck.

We will identify whether agentic analytics can create a governed path to measurable movement.