Resources Expertise

Expertise Articles

Does it do what I need? Guides on the Expertise pillar of the ANSWER framework and AI answer-engine visibility.

Setting the Record Straight on Capabilities

An enterprise-ready platform kept losing deals because AI insisted it lacked SSO, a feature it had shipped months earlier. This illustrative case study walks through the Expertise errors an audit revealed, the documentation work that fixed them, and how its Accuracy Rate moved from Marginal to Strong.

David Tang · Jul 15, 2026

Invented Limitations and Missing Features

A customer asks AI whether you support SSO. You do. The engine says you don't, and the customer moves on. This is the Expertise failure where AI invents limitations and misses features, a confident hallucination that costs you qualified deals silently. Here's what it looks like and why it happens.

David Tang · Jul 9, 2026

The Capability Accuracy Audit

The fastest way to test your Expertise is to ask AI the exact capability questions your customers ask, then check the answers against reality. This worksheet shows you how to build the prompts, run them across engines, and spot where AI invents limitations or misses features.

David Tang · Jul 9, 2026

Why Does AI List the Wrong Features for My Product?

AI described your product with a feature you don't have, or missed one you do? Here are direct answers on why AI lists wrong features, why it hallucinates specs from thin sources, how AI accuracy differs from SEO, and how to make AI describe your product correctly.

David Tang · Jul 3, 2026

How to Improve Your Expertise Score and Fix What AI Gets Wrong

An engine can only describe your product as accurately as its sources allow. Improving your Expertise score is the work of giving AI clear, current, factual material about what you do. Here's the step-by-step AI visibility playbook for fixing what AI gets wrong, error by error.

David Tang · Jul 3, 2026

What Is Expertise in the ANSWER Framework?

Customers ask AI what your product can do and trust the answer. Expertise is the AI visibility category that measures whether those capability answers are accurate, or whether AI invents limitations and misses features. Here's what it measures, how the accuracy cap works, and why a wrong spec sinks deals silently.

David Tang · Jun 30, 2026

Expertise: How to Keep AI Accurate about What You Do

Customers ask AI what your product can do and treat the answer as fact. The complete AI visibility guide to Expertise, the ANSWER category for accuracy: what it measures, how the accuracy cap works, why AI invents limitations, and how to keep AI correct about what you do.

David Tang · Jun 30, 2026