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What we're thinking about: engineering, AI architecture, and building systems that work.

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What Business Processes Can Be Automated with AI in 2026

A practical guide to identifying which business processes benefit most from AI automation, from document processing to customer operations, with real implementation considerations.

Process AutomationAI StrategyBusiness Operations
Descending cost curve with glowing data points showing AI cost optimization over time

Why Your AI Gets More Expensive Over Time (And How to Reverse It)

AI costs often increase after deployment. Learn the engineering patterns for intelligent distillation, model routing, and cost optimization that reduce per-operation costs by 50-80%.

AI Cost OptimizationAI OperationsIntelligent Distillation
Connected constellation of nodes representing production AI system architecture

Beyond Demos: Building AI Systems That Actually Work

Most AI projects fail in production. Here's why the gap between demo and deployment is where real engineering begins, and what production AI actually requires.

AI EngineeringProduction AIAgentic Architecture
Evaluation scorecard comparing AI consulting partner criteria

How to Choose an AI Consulting Partner: A Practical Evaluation Guide

Evaluating AI consulting firms is difficult. Here are the specific questions to ask, red flags to watch for, and criteria that separate firms that build from firms that advise.

AI ConsultingVendor SelectionAI Strategy
Cost breakdown visualization showing the four categories of AI implementation spend

AI Implementation Costs in 2026: What Companies Actually Spend

Realistic breakdown of AI implementation costs including infrastructure, development, API spend, and ongoing operations. What to budget and where companies overspend.

AI Cost OptimizationAI StrategyImplementation
Four multi-agent architecture topology patterns: hierarchical, mesh, pipeline, and star

Beyond Chatbots: Multi-Agent Architecture Patterns for Production

Single-model AI hits a ceiling fast. Here are the architecture patterns we use to build multi-agent systems that coordinate hundreds of specialized agents in production.

Agentic ArchitectureMulti-Agent SystemsSystem Design
Austin, Texas skyline with network connectivity overlay representing the AI ecosystem

The State of AI in Austin, Texas: Why the Capital City Is an AI Hub

Austin's AI ecosystem is growing fast. From enterprise adoption to the startup scene, here is what makes Austin a center for AI innovation and why it matters for local businesses.

Austin TXAI EcosystemLocal AI
Split composition showing human-AI collaboration in consulting work

Will AI Replace Consultants? The Honest Answer from an AI Consulting Firm

An honest assessment of what AI does better than consultants, what it cannot replace, and how the consulting industry is transforming. From a firm with skin in the game.

AI IndustryAI ConsultingFuture of Work
Dashboard visualization with metrics panels showing AI system health and performance

The AI Observability Gap: What You Can't See Is Costing You

Most AI systems run without meaningful monitoring. Learn the four dimensions of AI observability and how to build the monitoring infrastructure that makes optimization possible.

AI ObservabilityAI OperationsProduction AI
Small business office with subtle data visualization overlay elements

AI Consulting for Small Business: When It Makes Sense (And When It Doesn't)

Small businesses are bombarded with AI promises. Here is a honest framework for evaluating whether AI consulting is worth the investment for your company.

Small BusinessAI ConsultingAI Strategy

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