Blog
Things we've shipped — and how.
Practical AI engineering. Architecture, guardrails, eval loops, and the production gotchas no one writes about. Filter by tag below.
- 10 min readaeo · ecommerce
AEO for E-commerce: How to Make ChatGPT Recommend Your Products in 2026
Shoppers used to type best insulated water bottle into Google and scroll ten blue links. Now they ask ChatGPT what's the best insulated water bottle for hot yoga under $40? — and get two or three products back. If yours isn't one of them, you didn't lose a ranking. You were never in the conversation. This is the playbook for getting in.
Read → - 10 min readagents · design
The First Message Problem: How to Onboard Users Into an AI Assistant They've Never Met
71% of AI product abandonment traces to interface and interaction design, not the model — and most of it happens in the first 30 seconds, when the user stares at an empty chat box and doesn't know what to type. Here's the anatomy of a first interaction that works: framing, starter prompts, the first-failure moment, and the metrics that tell you if your opening is broken.
Read → - 11 min readstrategy · agents
How to Grow Your Business with AI in 2026: A Practical Roadmap
89% of small businesses use AI somehow, but only 14% have woven it into core operations. That gap is where growth happens. Start with high-impact automation, understand the real costs and ROI, and avoid the mistakes that derail 80% of AI projects.
Read → - 6 min readchatbots · automation
How a Chatbot ROI Bot Helped a Shopify Plus Store Qualify $2M in New Revenue
Learn how a lead qualification chatbot built for a Shopify Plus merchant generated $2M in pipeline in 6 months, with a detailed architecture, cost breakdown, and ROI benchmarks for 2025.
Read → - 4 min readautomation · ecommerce
Chatbot ROI Calculator: How Much Your Business Can Save by Automating Customer Support
A practical framework for calculating chatbot ROI. Includes a step-by-step calculator using your ticket volume, agent costs, and deflection rate. No fluff.
Read → - 5 min readecommerce · agents
AI Agents for eCommerce ROI: Cut Support Costs in 2026
AI agents for eCommerce can cut support costs by 41% and pay back in 5 weeks. Here's the exact ROI formula, real case study data, and payback calculator for 2026.
Read → - 10 min readautomation · strategy
AI Automation ROI: How Much Revenue Are Businesses Actually Generating
Before you sign off on an AI budget, you want real numbers — not vendor promises. Here's what businesses are actually earning back from AI automation investments in 2025.
Read → - 8 min readevals · agents
Evals as a permanent system, not a launch checklist
Why eval suites that ship at launch and then atrophy are the single biggest cause of AI quality decay. The pattern we build instead.
Read → - 8 min readecommerce · agents
The e-commerce AI playbook for 2026
Catalog assistant, support deflection, product copy at scale, review intelligence — what to ship first, in what order, and what each costs.
Read → - 9 min readhiring · team
Hiring for production AI — what to actually screen for
Resume signals that don't matter, interview questions that do, and how to tell a senior AI engineer from someone who can run a notebook.
Read → - 9 min readmanufacturing · agents
Manufacturing AI readiness — the 6 questions that decide v1
Multi-agent ops, predictive maintenance, document automation, AI-native ERP. Which one you build first depends on six honest answers about your plant.
Read → - 10 min readfinance · compliance
AI compliance for fintech: what auditors actually look for
Audit trails, model approval workflows, refusal patterns, and the difference between SOC 2 readiness and SOC 2 audit. The compliance pattern we ship for regulated finance clients.
Read → - 10 min readmanufacturing · agents
We built an AI agent for manufacturing: here's what it cost and what it does
Real numbers — total build cost, monthly run cost, time-to-value, and what we'd do differently. From our Multi-Agent Manufacturing case study.
Read → - 8 min readstrategy · roadmap
AI implementation roadmap: a 90-day plan for mid-market companies
Week-by-week, what to ship and what to defer. The plan we actually run at the start of strategy engagements.
Read → - 9 min readagents · saas
How to build a customer-support AI agent for SaaS
Architecture, guardrails, eval loop, and the deflection math that justifies it. The playbook we use for B2B SaaS clients.
Read → - 7 min readrag · fine-tuning
RAG vs fine-tuning: which one your e-commerce business actually needs
When to use retrieval, when to fine-tune, and when to do both. With a flowchart your team can actually use.
Read → - 11 min readautomation · n8n
n8n + GPT: 7 workflows automating $50K/year of manual ops
Real workflows we've shipped — invoice triage, lead enrichment, content distribution, and four more. With the cost-benefit math.
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