AI Chatbots on Marketing Sites: Useful, or Just Another Popup
An honest, tested look at whether an ai chatbot website widget helps or hurts: load cost, facade loading, retrieval quality, escalation rules and real
12 min read
AI & Tools
Guides, tutorials and opinions on AI & Tools from the team behind Canvas.
AI Image Generation for the Web: Quality, Licensing and Performance
AI image generation for real websites: the quality tells that give it away, what generated images licensing actually gives you, and how to cut file size 30%.
14 min read
Structured Output From LLMs: JSON Schema, Validation and Repair
A practitioner’s guide to reliable LLM JSON output: the strict JSON Schema subset, function calling json, three-layer validation, repair turns and grammars.
15 min read
From Prototype to Production: Shipping an AI Feature Users Trust
A practitioner’s guide to ship an AI feature users trust: eval harnesses, pinned model snapshots, latency budgets, shadow rollouts and honest abstention.
11 min read
Vector Databases: Do You Need One, and Which Kind
Do you need a vector database in 2026? A practitioner’s guide to pgvector vs Pinecone, embeddings storage costs, HNSW tuning, filtering and hybrid search.
13 min read
Browser AI: On-Device Models and What They Unlock
A practitioner’s guide to browser AI in 2026: Chrome’s built-in APIs vs WebGPU with transformers.js, real model sizes, cold start budgets and fallback
12 min read
Guardrails for Customer-Facing AI: Hallucination, Tone and Escalation
A practitioner’s guide to AI guardrails for customer-facing bots: verify citations to prevent hallucination, lint tone in code, and build escalation that
13 min read
AI Website Builders: What They Do Well and Where They Fall Apart
An honest 2026 breakdown of what an AI website builder does well, where generated sites fail on semantics, forms and performance, plus when to use one.
11 min read
Automating Content Workflows Without Producing Slop
A practitioner’s guide to content automation that doesn’t produce slop: evidence-first briefs, CI quality gates, WordPress guardrails and metrics that matter.
12 min read
AI in the Design Process: From Moodboard to Production Markup
A practitioner’s ai web design workflow for 2026: from moodboard constraints and design tokens to production markup, plus what AI design tools still get
11 min read
Model Context Protocol: Why MCP Matters for Tooling
Model Context Protocol explained by a studio that ships MCP servers: tool budgets, stdio pitfalls, OAuth rules, prompt injection risk and when to skip MCP.
11 min read
Prompt Engineering for Developers: Patterns That Survive Model Updates
Prompt engineering patterns that survive model updates: strict JSON schemas, golden set evals, snapshot pinning and the few-shot habits that break on upgrade.
13 min read
