← AI & Data Intelligence
Capability · Operational Intelligence & Optimization

Ops that outpace demand.

ML-driven anomaly detection and forecasting, peak-season readiness for 30M+ taxpayers, with the friction found and fixed before the surge arrives.

0M+
taxpayers served annually by Treasury digital analytics
11
key user flows identified to cut friction & call volume
AGENCY SITE · OPERATIONS · FILING SEASONT−14 DAYS → PEAK
VISITORS / DAY
0K
FLOWS WATCHED
0
OPEN ALERTS
0
TRAFFIC · ACTUAL vs FORECAST
PEAK ABSORBED · SLA HELD ✓ · CAPACITY AHEAD OF DEMAND
⚠ ANOMALY 02:14 · FLAGGED
CAPACITY +40% · SCHEDULED
Forecasting & capacity planningML anomaly detection in production100K+ daily visitors to the agency website11 user flows de-frictioned
What it includes

See the surge before it arrives.

Production ML watching the operation in real time, demand forecast ahead, anomalies flagged as they form, and the friction that drives call volume identified and removed.

01

Forecasting & capacity

Demand models trained on the operation's own history, peak-season load projected weeks out, so capacity is scheduled before the surge, not during it.

02

Anomaly detection

ML watching live telemetry for the pattern that doesn't belong, flagged, triaged, and in front of an operator while it's still a curiosity, not an outage.

03

Operational optimization

The 11 user flows where friction drives call volume, found in the data, measured, redesigned, and verified against the next season's numbers.

The horizon

From telemetry to readiness.

01

Instrument

Every flow that matters emits telemetry, traffic, task success, and friction signals flowing into governed pipelines from day one.

02

Forecast

Models project demand over the operating horizon, the peak has a date, a size, and a confidence band before it has a headline.

03

Detect

Anomaly detection runs against the live stream, deviations from forecast are flagged and triaged in minutes, not discovered in the morning report.

04

Optimize

After the season, the models tell you where the friction was, flows are redesigned and next year's peak lands on a smoother system.

Readiness

Filing season is a schedule, not a scramble.

For a Treasury program we run analytics feeding 100,000+ daily visitors to the agency website on secured Databricks, and peak filing season is rehearsed against the forecast weeks before day one. Readiness is a checklist that closes.

PEAK READINESSWINDOW · STATUS
demand_forecastT−6 WKSPLANNED
capacity_scheduleT−4 WKSPLANNED
load_rehearsalT−2 WKSPLANNED
anomaly_baselinesT−1 WKPLANNED
peak_day_watchDAY 0PLANNED
30M+taxpayers served annually100K+daily visitors fed by our pipelines
Stack

Tools we deliver with.

New RelicDatadogPrometheusNagiosAppDynamicsScienceLogicGraylogSplunk OnCall
Capabilities

Built for the mission in front of you.

Software, data, AI, and cybersecurity built around the outcomes your team owns.

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