Writer does not appear in any of the 16 measured AI-recommendation categories. When a buyer asks any of the 8 engines in these categories, it names other tools.contested field
Because Writer is not the top pick of any engine in a measured category yet, it has no consensus of its own to defend. That is the opening: the tools ranked above it are not stable picks either. In this dataset, across all 16 categories, no tool is the unanimous pick of all 8 engines. The disagreement is not noise to average away; it is the real state of your AI visibility, and it is what every single-number tracker quietly hides.
A sample of the measured categories and the tools the engines name when Writer is not surfaced.
| Category | The AIs currently recommend |
|---|---|
| AI chatbots | ChatGPT, Dialogflow, ManyChat |
| AI copywriting | Jasper, Copy.ai, Writesonic |
| CRM | HubSpot, Salesforce, Zoho |
| Customer support | Zendesk, Freshdesk, Intercom |
| Email marketing | Mailchimp, HubSpot, Klaviyo |
| GEO / AI visibility | Ahrefs, BrightEdge, SEMrush |
| Landing page builders | Unbounce, Instapage, Wix |
| Lead generation | HubSpot, Apollo.io, LinkedIn Sales Navigator |
In these 16 categories, no measured engine surfaced Writer at all. Some may be outside your market; the ones inside it are pure lost recommendation share.
Across all 16 categories, no single tool is the #1 pick of every engine. The "AI visibility" number a single-engine tracker shows Writer is one engine’s view on one date; this report shows all 8.
This report is one dated capture, given to you at no cost. AI recommendations move every run and every week. The AI Visibility Tracker keeps score for you:
Each of 8 AI engines (Llama 3.3 70B via Groq, Cohere Command-A, Gemini 2.5 Flash-Lite, Perplexity, ChatGPT, Llama 4 Scout, GPT-OSS 120B, Qwen 3.6) answered the same buyer questions across 16 B2B and go-to-market software categories. Every recommendation is a recorded model output, canonicalized and scored by position-weighted frequency. Capture window 2026-06-19 to 2026-07-08.
The full dataset is published open under CC-BY-4.0 with DOI 10.5281/zenodo.20767878. This report states what the engines returned on the capture date. It does not judge product quality, and no vendor can buy a better number; the rankings are unpurchasable by design.