DeepSynthesis / Lattice research network · AI Recommendation Intelligence

AI Visibility Report: Trello

What the AI assistants actually recommend, measured across 8 engines and 16 B2B categories. Snapshot 2026-06-19. This measures engine output on a dated capture, not product quality, and the rankings are not for sale.

Trello is the AI’s top pick in 1 of 16 measured B2B categories and invisible in 15. Even where it leads, the engines do not agree: at best 1 of 8 name it first.fragile

8.9
AI Visibility Score
Position-weighted, 0 to 100, across all engines and categories.
1 / 16
Categories present
Where at least one engine names it.
1
Categories it leads
Where at least one engine ranks it #1.
15
Categories invisible
Where no measured engine surfaced it.
The variance is the headline, not a footnote.

Where Trello is a top pick, on average only 13% of the engines that answered agree on it. This report grades that as fragile. A single-engine tracker would show you one of those views and call it your score. 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.

Where Trello leads, and which engines disagree

Each row is a category where at least one engine ranks Trello first. The dissent column is the honest part: the engines that recommend a competitor instead, on the same date.

CategoryEngines that agreeEngines that pick something else
Project management1 of 8Llama 3.3 70B via Groq picks Asana
Gemini 2.5 Flash-Lite picks Asana
Perplexity picks Asana
ChatGPT picks ClickUp
Llama 4 Scout picks Asana
GPT-OSS 120B picks ClickUp
Qwen 3.6 picks ClickUp

Where the AIs rank a competitor above Trello

These are categories Trello genuinely competes in, where the engines list it but put someone else first. This is the gap a buyer asking an AI sees before they ever reach your site.

CategoryYour rankRanked ahead of you
Project management#3Asana, ClickUp

Categories where Trello is invisible to the AIs

AI chatbotsAI copywritingCRMCustomer supportEmail marketingGEO / AI visibilityLanding page buildersLead generationMarketing automationProduct analyticsSales engagementSchedulingSEO toolsSocial media managementSurvey / forms

In these 15 categories, no measured engine surfaced Trello at all. Some may be outside your market; the ones inside it are pure lost recommendation share.

The number the trackers hide

Across all 16 categories, no single tool is the #1 pick of every engine. The "AI visibility" number a single-engine tracker shows Trello is one engine’s view on one date; this report shows all 8.

This snapshot is free. The tracker is the moving picture.

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:

Join the Tracker waitlist (from $99/mo) See it live and interactive

How this was measured

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.