Services

What We Build

We specialize in a focused set of AI capabilities where we have deep expertise and proven track records. If your problem falls outside these areas, we're happy to recommend partners who can help.

Decision Support Systems

Explainable AI systems that assist human decision-making under uncertainty. We build tools that augment expertise rather than replace it.

When You Need This

  • Complex decisions with multiple variables
  • Need for consistent, auditable recommendations
  • High-stakes choices requiring human oversight
  • Regulatory requirements for explainability

Example

A compliance team reviews thousands of transactions daily. We built a system that pre-scores each transaction, explains its reasoning, and presents high-risk items for human review — reducing review time by 80% while maintaining regulatory compliance.

Ranking, Scoring & Prioritization

From lead prioritization to multi-criteria offer evaluation. Custom scoring systems that reflect your actual business logic and constraints.

When You Need This

  • Large volumes requiring intelligent prioritization
  • Complex criteria that can't be captured in simple rules
  • Need for consistent, fair evaluation processes
  • Dynamic environments where rankings need to adapt

Example

A sales team struggled to prioritize thousands of leads effectively. We developed a multi-signal scoring system that incorporated CRM data, behavioral signals, and firmographics — resulting in 3x higher conversion rates from top-ranked leads.

Entity Resolution & Data Matching

Matching, disambiguation, and normalization across noisy, inconsistent data sources. Turning fragmented data into unified, actionable records.

When You Need This

  • Multiple data sources with inconsistent identifiers
  • Need to merge or deduplicate large datasets
  • Customer or entity matching across systems
  • Data quality issues blocking analytical initiatives

Example

A healthcare network needed to unify patient records across 12 legacy systems. Our entity resolution pipeline achieved 99.4% accuracy on patient matching while flagging edge cases for manual review.

NLP & Knowledge Systems

LLMs, RAG pipelines, classification, summarization, and semantic indexing. Building systems that understand and process language at scale.

When You Need This

  • Large document collections requiring analysis
  • Need for semantic search beyond keywords
  • Automated classification or routing of text
  • Knowledge extraction from unstructured content

Example

A legal firm needed to search decades of case files by concept, not just keywords. We built a RAG-powered system that understands legal concepts and retrieves relevant precedents with natural language queries.

Anomaly & Risk Detection

Identifying unusual patterns, potential fraud, and emerging risks before they become problems. Balancing sensitivity with false positive rates.

When You Need This

  • High-volume transaction monitoring
  • Need to detect novel patterns of concern
  • Balancing detection rate vs. alert fatigue
  • Regulatory requirements for monitoring

Example

An e-commerce platform faced increasing fraud losses. We developed an anomaly detection system that reduced fraud by 65% while keeping false positive rates below 2%, preventing customer friction.

Custom AI Systems

When your problem doesn't fit standard categories. We design and build bespoke AI systems tailored to unique constraints and requirements.

When You Need This

  • Novel problems without existing solutions
  • Unique data types or domain constraints
  • Integration requirements with specialized systems
  • Performance requirements beyond off-the-shelf tools

Example

A manufacturing company needed to optimize complex production schedules with hundreds of constraints. We built a custom optimization system that reduced changeover time by 40% while meeting all delivery commitments.

Not sure which service fits?

Many problems span multiple categories. Let's discuss your specific challenge and we'll recommend the right approach.

Let's Talk