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Applied AI

AI that delivers value.
And survives production.

We partner with executive teams to solve high-value problems with the right mix of models, data, and engineering.
Governed, cost-effective, and built to last.

Principal-led since 2015.

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What We Do

We meet you where you arewhether exploring possibilities, building predictive capabilities, or automating workflows. Explore Our Services

AI Strategy & Enablement

Foundation

Clarify where AI creates valueand build internal capability to keep finding opportunities.

Explore Strategy

Predictive Analytics

Classical ML

Forecasting, causal inference, and decision support that explain what drives outcomes and what to do next.

Explore Analytics

Workflow Automation

AI / LLM / Agents

Design workflows that combine deterministic logic with AI only where it adds measurable value.

Explore Automation

Proven Results for Enterprise & Regulated Clients

Selected engagements from a decade of practice. Client details anonymized.

Contract Intelligence at Scale

Client
Global reinsurer in a highly regulated sector.
Built
Automated extraction of decision-critical facts from long-form contracts with optional human review.
Impact
Reduced analysis time from ~1 hour to seconds. Deployed to production after passing enterprise governance audit. Work motivated client to pursue patent protection.

Marketing Uplift & Retention

Client
Healthcare technology provider; multi-year engagement.
Built
Uplift modeling with long-horizon holdouts to measure true incremental impact.
Impact
Models informing tens of millions of targeting decisions with measurable lift in acquisition and retention. Campaigns continue to run fully automated.

Executive AI Enablement

Client
Fortune 100 companies. Multiple programs delivered to senior leadership teams.
Built
Multi-year initiative to identify, size, and prioritize AI opportunities across the enterprise.
Impact
Established shared decision framework aligning feasibility, ROI, and risk considerations.

Investment Research & Trading Platforms

Client
Multiple clients including asset manager, family office, and crypto fund.
Built
Research pipelines, backtesting workflows, and data environments; live trading systems.
Impact
Repeatable signal evaluation and strategy development. Ongoing advisory across fund formation, infrastructure, and operations.

Agent Pipelines & Operational Reliability

Client
High-throughput transactional systems requiring continuous monitoring.
Built
Diagnostic pipelines for complex transaction systemstimeline reconstruction, error analysis, and monitoring workflows.
Impact
Production-ready systems enabling faster triage and root cause analysis.

Forecasting at Scale

Client
Healthcare and financial services clients; demand and pricing use cases.
Built
Forecasting pipelines for thousands of time series with automated retraining.
Impact
Production-ready pipelines enabling improved planning under dynamic conditions. Pattern replicated across demand forecasting and returns prediction.
Discuss Your Challenge

Bespoke Delivery

We listen firstunderstanding your business, constraints, and what success looks like. Then we deliver working systems early and improve with real feedback. This approach helped produce the outcomes above.

1

Discover Find the highest-value constraint

  • Map workflows and bottlenecks; identify automation candidates
  • ROI via unit economics and TCO; cash-flow and sensitivity analysis
  • Feasibility, data readiness, and risk/compliance footprint
2

Design Architect for trust and scale

  • LLM/RAG/agent architecture; explicit deterministic vs. stochastic choices
  • Data strategy, governance/retention; security aligned to your controls
  • Cost/latency envelopes and SLOs; approvals and traceability
3

Deliver Build and integrate production systems

  • LLM/agent apps and retrieval/contract-intelligence pipelines
  • Integrate with auth, APIs, and core systems; establish cost/latency/quality baselines
  • Ship the smallest viable release as early as safely possible
4

Operate Monitor, guardrail, and respond

  • Monitoring for cost, drift, safety, and SLOs
  • Automated evaluation and guardrails; incident response playbooks
  • Change control for prompts, tools, and models; retraining cadence
5

Improve Optimize for measurable value

  • A/B and holdout testing; error analysis and user feedback loops
  • Prompt/tool evolution; executive ROI and risk reporting
  • Adoption and change-management support
Start with a Production Readiness Review

What We Stand For

We meet your security requirements without making it more expensive than necessary. These three commitments define how we actually build.

Right Tool for the Job

We lead with problems, not technology. Solutions follow.

Transparency & Explainability

Every decision traceable. Every outcome explainable.

Domain Expert Primacy

Your people shape the system from design through operation.

Briefings

What we've learned building AI systems that survive production.

MAST Failure Taxonomy - Why Multi-Agent Systems Fail [MAST Failure Taxonomy - Why Multi-Agent Systems Fail]
12 min read

NeurIPS 2025: Three Shifts Reshaping Enterprise AI

What 21,575 submissions and 5,290 accepted papers reveal about where machine learning is actually headingplus why DeepSeek's December 1st release matters more than the keynotes.

Read Briefing
PDF Parsing Benchmark - Accuracy by Domain (800+ documents) [PDF Parsing Benchmark - Accuracy by Domain (800+ documents)]
Document AI | 13 min read

The State of PDF Parsing: What 800+ Documents and 7 Frontier LLMs Taught Us About Parser Selection

We tested 17 PDF parsers on 800+ documentsopen source, commercial APIs, and frontier LLMs. Parser accuracy varies 55+ points by domain. Gemini 3 Pro leads at 88%, but LlamaParse at

Read Briefing

Also Worth Reading

Explore All Briefings

Build your team, not just your tech.

We meet you where you arebriefings for executives, workshops for leaders, and pairing for engineers.

Executive AI Briefings (23h)

Risk, ROI, operating model, vendor landscape

Leadership Workshops (2 days)

Use-case portfolio, prioritization, measurement plans

Technical Deep Dives & Pairing

RAG/agents, evaluation/guardrails, secure architectures

Capability Build-Out

CoE setup, hiring/interview rubrics, operational playbooks

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Applied AI [Applied AI]

Applied AI

Pragmatic AI consulting since 2015

New York | Global Reach

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