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Case Studies

360° intelligence,
proven across industries

We focus on environments where knowledge is fragmented, decisions are constrained by policy, and mistakes are costly. Every deployment follows the same principle: connect what was isolated, compound what was lost, and make decisions that actually stick.

$1B+

In enterprise decisions supported

Fortune 500

Client caliber

5+

Regulated industries

Weeks

Pilot to production

Financial Services

Global Investment Bank

The Challenge

Real-time fraud signals across 14 trading desks were processed in isolation, causing pattern-blind risk exposure and delayed escalation — losses mounted before analysts could correlate signals.

360° Approach

Deployed a 360° context engine that unified fraud classification signals, historical incident data, and risk policy constraints across all desks. When the trading system flags anomalies, liquidity ops and compliance are automatically briefed before escalation.

When one desk detects volatility, every desk — and compliance — already knows.

68%

Reduction in false-positive escalations

Faster cross-desk correlation

$2.3B+

In decisions supported annually

3 wks

Pilot to production

Tier-1 Credit Lender

The Challenge

Credit risk assessments were inconsistent across regional underwriting teams — the same application yielded materially different outcomes depending on who reviewed it and which precedents they happened to recall.

360° Approach

Built an institutional memory layer that surfaces policy constraints, comparable decisions, and regulatory boundaries at the point of underwriting. Recommendations are grounded in documented precedent, not individual recall.

Every underwriter operates with the institution's full history, not just their own.

41%

Improvement in decision consistency

55%

Reduction in escalated appeals

Weeks

From concept to live deployment

0 demos

Real deployments only

Healthcare

Regional Health System (8 hospitals)

The Challenge

Readmission risk scoring existed in isolation from bed management and discharge planning — high-risk patients were flagged but care teams lacked coordinated action across departments.

360° Approach

Integrated readmission risk models with bed demand forecasting and care coordination workflows. When patient intake spikes, procurement and scheduling respond before the floor feels it.

When patient intake spikes, procurement and scheduling already know.

34%

Reduction in preventable readmissions

22%

Improvement in discharge coordination

$18M

Avoided penalty exposure annually

6 wks

Full deployment timeline

Fortune 500 HealthTech Organization

The Challenge

Audit preparation consumed months of analyst time because institutional knowledge — policies, prior decisions, regulatory interpretations — lived in disparate systems with no structured retrieval.

360° Approach

Structured institutional knowledge across policies and prior decisions into a queryable intelligence layer. Audit preparation shifted from reconstruction to retrieval.

Institutional knowledge that compounds — every audit makes the next one faster.

60%

Reduction in audit prep time

Faster policy retrieval

100%

Audit trail coverage

Weeks

From pilot to production

Manufacturing

Industrial Equipment Manufacturer

The Challenge

Unplanned downtime was costing $400K per incident — predictive maintenance models existed but operated independently of procurement and service scheduling, making signals actionable only after failure.

360° Approach

Connected degradation signals from sensor streams to procurement lead times and service dispatch. When a machine flags early wear, the replacement part is already sourced and a technician is scheduled.

When a machine flags degradation, procurement starts sourcing before it fails.

71%

Reduction in unplanned downtime incidents

$3.2M

Annual maintenance cost avoidance

2.4×

Increase in asset utilization

4 wks

Integration to production

Consumer Goods Manufacturer

The Challenge

Quality defects were identified at end-of-line inspection — too late to prevent material waste. Upstream signals existed but weren't surfaced to production supervisors in decision-relevant form.

360° Approach

Deployed a defect classification layer that correlates upstream sensor data with historical defect patterns, surfacing early warnings to production teams with policy-grounded recommendations.

Defects caught at line start, not line end — before waste compounds.

48%

Reduction in end-of-line defects

29%

Decrease in material waste

Faster root-cause identification

5 wks

Pilot to production

Retail & CPG

Multinational Retail Chain

The Challenge

Demand spikes in one region triggered stockouts while adjacent warehouses held surplus — inventory, marketing, and procurement teams operated on different planning horizons with no shared intelligence.

360° Approach

Built a unified demand forecasting layer that connects regional sell-through signals to inventory positioning, markdown triggers, and promotional scheduling. When a trend spikes in one region, inventory and marketing react as one.

When a trend spikes in one region, inventory and marketing react as one.

38%

Reduction in stockout incidents

26%

Decrease in markdown volume

$540M

In inventory decisions supported

7 wks

Rollout across 1,200 stores

CPG Brand (Top-5 Category Leader)

The Challenge

Customer segmentation models were refreshed quarterly — too slow to capture behavioral shifts that drove pricing and promotion decisions, resulting in margin erosion and poor personalization.

360° Approach

Deployed continuous customer segmentation with real-time feed into pricing optimization and promotion allocation. Segment shifts trigger price recommendation reviews before margin impact occurs.

Segment shifts surface before they hit margin — not after.

19%

Improvement in gross margin

3.1×

Increase in promotion ROI

44%

Reduction in price-driven churn

Weeks

From pilot to market

Logistics & Supply Chain

Global 3PL Operator

The Challenge

Port delays cascaded silently through the network — by the time rerouting decisions reached operations, client SLAs were already breached. Routing was static and capacity planning was based on historical averages.

360° Approach

Deployed ETA forecasting across the full network with automated rerouting recommendation triggers and carrier risk scoring. A port delay in Rotterdam now triggers rerouting plans before the client calls.

A port delay in Rotterdam triggers rerouting plans before your client calls.

62%

Reduction in SLA breaches

3.8×

Faster rerouting decision cycle

$890M

In shipment decisions supported

8 wks

Global rollout timeline

Regional Carrier Network

The Challenge

Capacity planning relied on manual forecasting by regional managers — each operating with local data. Network-wide imbalances emerged weekly, requiring expensive spot-market corrections.

360° Approach

Built a network-wide capacity intelligence layer with regression-based demand forecasting and carrier risk classification. Regional managers plan with full-network context, not just local signals.

Local planning decisions made with network-wide visibility.

44%

Reduction in spot-market spend

31%

Improvement in load factor

2.6×

Faster capacity rebalancing

6 wks

Deployment across 14 regions

How we deploy

The same discipline
across every engagement

We don't optimize for demos or vanity metrics. Every engagement starts with a specific, high-friction workflow — and expands only after we've proven the intelligence compounds correctly.

Pilot to production in weeks, not quarters. Governance and auditability built in from day one.

1Identify the highest-friction decision workflow
2Structure and connect the relevant institutional knowledge
3Deploy with full audit trail and policy alignment
4Measure decision consistency and cycle time — not activity
5Expand incrementally as intelligence compounds

What we measure

Outcomes over outputs

Decision cycle time

How long from signal to action — measured in hours, not days.

Consistency across teams

Same policy constraints, same institutional history, same output quality — regardless of who decides.

Rework and repeated analysis

Knowledge that was captured once should never need to be reconstructed.

Audit and governance coverage

Every decision traceable to policy, precedent, and data — before anyone asks.

Institutional memory growth

The system gets smarter with every decision. Knowledge compounds, not decays.

Escalation reduction

Decisions resolved at the right level — fewer exceptions, fewer surprises upstream.

Ready when you are

Explore a focused engagement

If your organization faces complex, high-stakes decisions, we can help identify where institutional intelligence will have the most impact.