KnitKnot index
Guides
Find out what AI says about your company, trace the evidence, and correct unsupported claims. Compare tools when you need a system to manage the work.
Claim intelligence: investigate and correct AI answers
Fix wrong company information, trace cited sources, and monitor competitor claims.
- Guide 3 min read
What to do when a competitor makes a false claim about your product
Check the exact claim, preserve the page, prepare a factual response for buyers, and ask the publisher to correct what the evidence contradicts.
- Guide 3 min read
What to do when AI cites a competitor's comparison page
Read the cited passage, check the product claim against current evidence, and measure whether later AI answers still repeat it.
- Guide 6 min read
How to find the sources behind AI answers about your company
Trace a disputed AI claim to its cited page, check whether the source supports it, and record what remains unknown.
- Guide 7 min read
Competitor monitoring: how to check claims about your product
Monitor competitor pages that discuss your product, check material claims against current evidence, and investigate what AI repeats to buyers.
- Guide 5 min read
How to publish company facts that buyers and AI can verify
Put product facts on the pages where buyers expect them, include the conditions that matter, and keep the public wording tied to approved evidence.
- Guide 7 min read
How to fix wrong information about your company in ChatGPT
Save the incorrect claim, check its source, publish a supported correction, and track later answers. A practical guide to AI brand accuracy.
Buyer guides
Compare marketing agencies and tools for the work your team needs done.
- Buyer guide 8 min read
AI SEO platforms: a buyer guide to AI answer visibility
How to evaluate an AI SEO platform when you need evidence of how AI answers name, describe and compare your company, and what that evidence cannot settle.
- Buyer guide 8 min read
Best generative engine optimization software in 2026
Eight generative engine optimization products compared by the job they are built for, with the prices each vendor published when we checked and an explicit note where a vendor publishes nothing.
- Buyer guide 8 min read
Competitive positioning platforms: an evidence-first buyer guide
Evaluate a competitive positioning platform by the records it can show you: the captured answer, the claim, the source attribution, the outcome and the baseline.
- Buyer guide 9 min read
Generative engine optimization: a buyer guide for B2B teams
Generative engine optimization is a diagnostic discipline, not a control surface. Here is what a GEO review measures, what it cannot promise, and what evidence to ask a platform for.
- Buyer guide 7 min read
Best AI-Native Marketing Agencies in 2026
Compare eight AI-native marketing agencies, such as SuperMarketers, GrowthSpree, and Genesys Growth, by services and buyer fit.
- Buyer guide 6 min read
Best AI brand monitoring tools for visibility and claim accuracy
Compare AI brand monitoring tools by the work you need done: tracking mentions, checking claims, producing content, or investigating competitive losses.
Practical guides
Understand buyer behavior and prepare content for AI systems.
- Guide 4 min read
Do AI crawler visits mean your page was cited?
A crawler request, an AI citation, and a visitor from an AI answer are three different events. Here is what each one can tell you.
- Guide 4 min read
What does an AI comparison win rate mean when answers tie?
A win rate can hide two different problems: AI prefers a competitor, or it declines to choose. Keep wins, ties, and losses visible before changing your content.
- Guide 7 min read
Answer engine optimization for B2B SaaS
Answer engine optimization is only as good as the evidence under it. Here are the three questions to measure separately, and the record that lets a team check each one.
- Guide 8 min read
Issue prioritization for AI visibility teams
Rank AI visibility work on evidence you can show: recurrence, severity, demand, and source concentration. What to retain, what to decide, and what a follow-up benchmark can and cannot prove.
- Guide 5 min read
How B2B buyers use AI to evaluate software vendors
A buyer can use AI to build a shortlist, compare requirements and question a vendor's claims. Here is how to inspect the answers that could affect that evaluation.
- Guide 5 min read
How to write a competitor comparison page buyers can trust
Choose a real buying question, compare the same plans and requirements, and put source evidence beside the claims. A practical outline for a vendor comparison page.
- Guide 4 min read
Does schema markup help AI understand your company?
Schema makes company and page details explicit. Use it to describe supported facts, keep it aligned with visible content, and avoid treating it as a shortcut to AI citations.
- Guide 2 min read
What does the AI Presence Score tell you?
The AI Presence Score is a benchmark summary, not an outcome promise. Read it with the captured answers, claim evidence, journey metrics, and reporting floor.
Reference
Look up terms and research.