
Agent-Washing: How to Tell If It's a Rebranded Chatbot
Agent-washing means rebranding a chatbot, RPA script, or thin GPT wrapper as an autonomous AI agent. The concrete tells and vendor questions that expose it.
Isaac8 min read

Agent-washing means rebranding a chatbot, RPA script, or thin GPT wrapper as an autonomous AI agent. The concrete tells and vendor questions that expose it.
Isaac8 min read

A buyer's guide to acceptance evals for AI agents: define 'done,' write repeated-trial reliability into the contract, and get SOW-ready clauses before you pay.

We itemize the real monthly bill for one production AI agent — tokens, messaging, hosting, and monitoring — at July 2026 published prices, fully sourced.

For owners and COOs: the real risks of letting an AI agent touch your CRM, calendar, and customer records — plus the practical controls that de-risk it.

Three documented AI agent incidents — Replit, Google Gemini CLI, and a Cursor agent — the root cause of each, and the control that would have prevented it.

We opened primary sources behind six named AI agent case studies, a withdrawn Big Four report, and two independent benchmarks to see what actually holds up.

Automation runs a fixed, predefined workflow. An AI agent is given a goal and decides its own steps. A sourced, plain-English guide with a comparison table.

A B.C. tribunal made Air Canada pay for a refund policy its chatbot made up. What that ruling means for you, plus five behaviors that create legal risk.

What an AI receptionist costs for a law firm, the confidentiality and liability risks bar rules and Moffatt v. Air Canada raise, and how to set one up safely.

Retrieval is mostly a solved engineering problem in 2026. Trusting the generated answer is the part that breaks in production. An evidence-based assessment.

A falsifiable six-part checklist for production-ready AI agent frameworks: pass/fail tests, official docs, failure math, and real July 2026 tooling prices.

We price one complete AI booking conversation token by token at July 2026 API rates, then compare no-code, subscription, and custom builds with honest math.

What AI automation really costs a small business: attributed market price bands, monthly run costs, a three-year cost worksheet, and what blows budgets.

What an AI receptionist really costs: we price one call from public rates, compare six vendors tier by tier, and show when custom beats a subscription.

An AI booking agent, component by component: what each part does, what it actually costs at July 2026 prices, and what fails without it — methodology shown.

Vendor thresholds for build vs buy disagree by 100x. We derive the crossover formula from published prices and BLS wages so you can rerun the math yourself.

Ten questions that separate a real AI consultancy from a rebranded chatbot shop — the answers that should worry you, and how we answer them ourselves.

Sourced payback math for small-business AI automation: live vendor prices, BLS wages, Gartner and McKinsey failure data — and an honest list of when to say no.

Content filters can't stop prompt injection. We replay two documented real-world agent attacks against five published defenses and mark which ones actually held.

Gartner expects over 40% of agentic AI projects to be canceled by end-2027. Seven documented causes, each pinned to a named incident — and the missing control.