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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.
We meet you where you arewhether exploring possibilities, building predictive capabilities, or automating workflows. Explore Our Services
Foundation
Clarify where AI creates valueand build internal capability to keep finding opportunities.
Classical ML
Forecasting, causal inference, and decision support that explain what drives outcomes and what to do next.
AI / LLM / Agents
Design workflows that combine deterministic logic with AI only where it adds measurable value.
Selected engagements from a decade of practice. Client details anonymized.
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.
We meet your security requirements without making it more expensive than necessary. These three commitments define how we actually build.
We lead with problems, not technology. Solutions follow.
Every decision traceable. Every outcome explainable.
Your people shape the system from design through operation.
What we've learned building AI systems that survive production.
[MAST Failure Taxonomy - Why Multi-Agent Systems Fail]
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)]
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 BriefingWe meet you where you arebriefings for executives, workshops for leaders, and pairing for engineers.
Risk, ROI, operating model, vendor landscape
Use-case portfolio, prioritization, measurement plans
RAG/agents, evaluation/guardrails, secure architectures
CoE setup, hiring/interview rubrics, operational playbooks
Pragmatic AI consulting since 2015
New York | Global Reach
email usAI insights for practitioners. No fluff.
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