Briefings

Technical deep dives on enterprise AI implementation. Evidence-based analysis for practitioners.

In-depth briefings covering enterprise AI from strategy to production

Evidence-Based

Real benchmarks, tested frameworks, and documented outcomes

Practitioner Focus

Written for technical leaders who build and ship AI systems

Featured

PDF Parsing Benchmark - Accuracy by Domain (800+ documents)

Document AI

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

We tested 17 PDF parsers on 800+ documents—open source, commercial APIs, and frontier LLMs. Parser accuracy varies 55+ points by domain. Gemini 3 Pro leads at 88%, but LlamaParse at $0.003/page is the sweet spot for most use cases.

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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 heading—plus why DeepSeek's December 1st release matters more than the keynotes.

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15 min read

Explainability in Production AI Systems

In production, an unexplained prediction is often indistinguishable from a hallucination or a bug. When a loan officer

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Agent Complexity Spectrum - accuracy_vs_cost

Enterprise AI 14 min read

The Agent Complexity Spectrum: A Decision Framework for Enterprise AI

Match solution complexity to problem complexity. Learn when to use rules, single LLM calls, tool-using agents, or multi-agent systems based on real benchmark data.

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AI Engineering 16 min read

The LLM Evaluation Gap: How to Actually Measure What Matters

We analyzed 598 AI case studies—zero had rigorous evidence. A practical framework for LLM evaluation: metrics, LLM-as-Judge, RAG triad, and agent assessment.

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AI Engineering 12 min read

The LLM Application Lifecycle: From Prompt to Production

Navigate the operational complexity of production LLM systems—model selection, LLMOps stack, prompt drift, fine-tuning economics, and deployment patterns.

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AI Architecture 15 min read

Enterprise RAG Architecture: A Practitioner's Guide

From vector database selection to advanced retrieval patterns. Hybrid search, reranking, GraphRAG, and agentic orchestration for production knowledge systems.

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Predictive Analytics 17 min read

Beyond Response Models: Causal ML for Marketing

Stop wasting budget on customers who'd buy anyway. Learn uplift modeling to identify persuadables, avoid sleeping dogs, and achieve 15-40% campaign efficiency gains.

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Predictive Analytics 15 min read

Customer Lifecycle Analytics: From Prediction to Autonomous Optimization

Move beyond churn prediction to causal inference, prescriptive decisioning, and autonomous optimization. MLOps maturity determines who captures value.

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AI Strategy 12 min read

AI Adoption & Enablement: A Practitioner's Playbook

Practical strategies for enterprise AI adoption that sticks. Maturity models, Shadow AI management, ROI measurement, and change management frameworks.

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AI Strategy 10 min read

Enterprise AI Strategy: A Framework for Transformation

Move beyond pilot purgatory. Framework for AI readiness, the 10-20-70 value distribution, build-vs-buy decisions, and organizational models that scale.

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