This page captures verbatim responses from AI assistants (ChatGPT, Claude, Perplexity, and others) to a question. Each response is the work of the AI that produced it — Lectern aggregates and hosts these responses for AI-visibility research, and does not endorse or verify any specific recommendation.

AI Visibility Report

Lectern: weekly visibility brief

0 of 21 answers mentioned you across 4 assistants.

About this report

Weekly Visibility Brief

A Monday read on visibility movement, the highest-severity gaps, and the reviewable work most worth preparing this week.

Why we built this

Turn this week's visibility movement into a short, evidence-ranked list of work worth reviewing now.

How it was made

We compare the latest visibility run with the prior run, group current query gaps by topic, and rank the proposed work by summed severity.

What you’ll find
  1. AI visibility this week
  2. This week
  3. Recommended work this week
  4. Where to focus next
  5. Full action plan
  6. How we tested this

Best forMarketing leads choosing the one to three AEO interventions to prioritize this week.

AI visibility this week

0–100
00 of 21 checks · raw samples 0% of 21

Latest check (not the weekly panel) · 6 queries · run of Sep 26, 2026 · No weekly panel run yet, so there is no baseline

This week4 metrics
Mentioned
01
0/21

Query × provider checks that mentioned the brand, by majority vote

Queries
02
6

Non-branded queries tested

Providers
03
4

AI engines tested

Competitors
04
5

Tracked or discovered competitors

Recommended work this week

Evidence
Mechanism
Dependency
Evidence URL
1Add a comparison section to /blog/track-brand-mentions-chatgpt for “Best tools to track brand mentions in AI answers”AI Visibility Tracking and Reporting/blog/track-brand-mentions-chatgptMentioned in 0/4 providers. Third-party sources AI cited: dageno.ai (2), llmpulse.ai (2), reddit.com (2).Reviewable diff to /blog/track-brand-mentions-chatgptmedium; requires editorial review-owned---
2Add a comparison section to /compare/guides/best-ai-search-monitoring-tools for “Best AI search monitoring tool for a small marketing team”AI Visibility Tracking and Reporting/compare/guides/best-ai-search-monitoring-toolsMentioned in 0/3 providers. Third-party sources AI cited: zapier.com (2), astiva.ai (1), ayzeo.com (1).Reviewable diff to /compare/guides/best-ai-search-monitoring-toolsmedium; requires editorial review-owned---
3Answer “Best tool for drafting articles from real buyer questions” on the best-matching page (crawl incomplete)AI-Optimized Content Creation-Mentioned in 0/3 providers. Third-party sources AI cited: eesel.ai (2), answrii.com (1), cracked.ai (1).Comparison-page brief and draftmedium; requires editorial review-owned---

Where to focus next

Number of queries routed to each four-pillar workstream.

  • Pillar D — Vertical Comparison ContentD
    Tier 4
    6queries

Full action plan

Evidence
Best tools to track brand mentions in AI answersVisibility gapMentioned in 0/4 providers.Pillar D — Vertical Comparison Content
Best tool for drafting articles from real buyer questionsVisibility gapMentioned in 0/3 providers.Pillar D — Vertical Comparison Content
Best AI visibility tool for a two-person marketing teamVisibility gapMentioned in 0/3 providers.Pillar D — Vertical Comparison Content
Best AI search monitoring tool for a small marketing teamVisibility gapMentioned in 0/3 providers.Pillar D — Vertical Comparison Content
Best AEO platform for startups under $500 a monthVisibility gapMentioned in 0/4 providers.Pillar D — Vertical Comparison Content
Best AI writing tools for content that shows up in AI searchVisibility gapMentioned in 0/4 providers.Pillar D — Vertical Comparison Content
How we tested this24 grounded API calls
Queries tested

6 of 15

Queries selected for this report

AI providers

4

ChatGPTClaudeGeminiGoogle AI Overviews

Samples × majority vote

1 run

Single-run test

Data source

Live web

Reflects what AI says today, not stale training data

Generated Sep 28, 2026
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