Case Studies

Selected Work

We specialize in problems that don't fit templates. Here's a selection of challenges we've solved for clients across industries.

Food & Beverage

Deroni Uses ABI to Turn AI from a Tool into an Integrated Part of the Business

ABI implemented as part of Deroni's real business environment — connected to its systems, data, processes, teams, and priorities.

The challenge

Fragmentation across separate AI tools, none connected to the company's real context

Outcome

AI integrated into Deroni's real business environment

Hospitality

ABI Adds Operational Capacity Where Seasonal Workload Exceeds Human Capacity

ABI added processing capacity to a large multi-location hospitality operation, working inside its ERP, inventory, and financial flows during peak season.

The challenge

Seasonal workload multiplying faster than the team could process it across multiple locations

Outcome

~20 days of processing backlog cleared in 2 days

FinTech

Financial Document Processing

Automated extraction and classification of complex financial documents for a major investment firm

The challenge

Processing thousands of varied financial documents daily

Outcome

92% reduction in manual review time

Enterprise SaaS

Lead Prioritization Engine

Multi-criteria scoring system for enterprise sales teams at a B2B SaaS company

The challenge

Sales team overwhelmed with low-quality leads

Outcome

3.2x improvement in conversion rates

Healthcare

Entity Resolution Pipeline

Disambiguation and matching across fragmented healthcare data for a regional health network

The challenge

Patient records fragmented across 12 legacy systems

Outcome

99.4% accuracy on patient matching

Legal

Contract Intelligence System

Semantic analysis and risk scoring for legal contract review at a corporate law firm

The challenge

Manual review bottleneck on high-volume deals

Outcome

75% faster contract review cycles

E-commerce

Fraud Detection Platform

Real-time anomaly detection and risk scoring for an e-commerce marketplace

The challenge

Increasing sophisticated fraud patterns evading rules

Outcome

65% reduction in fraud losses

Manufacturing

Production Optimization System

Multi-constraint scheduling optimization for a precision manufacturing company

The challenge

Complex production schedules with hundreds of constraints

Outcome

40% reduction in changeover time

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