AI Visibility for AI Agent Platforms
FreshNews.ai provides an AI Visibility Dashboard that tracks how brands appear in AI-generated answers across platforms like ChatGPT, Gemini, and other generative engines.
This page shows the AI Visibility Index for the AI Agent Platforms category, based on real prompts and responses across multiple AI systems.
Brands can use FreshNews.ai to measure, compare, and improve how they are recommended in AI answers — not just how they rank in traditional search.
AI Visibility refers to how often and how prominently a brand is mentioned or recommended in AI-generated answers, not just traditional search results.
Based on grounded AI responses across GPT and Gemini using curated industry prompts. Updated weekly.
Last updated for week of March 23, 2026
How often leading AI agent and orchestration platforms are recommended in grounded AI answers.
AI Visibility Snapshot — AI Agent Platforms
Top brands surfaced in tested AI responses:
- 1. Langchain — appears in 31.3% of tested responses
- 2. Openai — appears in 25% of tested responses
- 3. Microsoft — appears in 25% of tested responses
- 4. Google Cloud — appears in 18.8% of tested responses
- 5. Hugging Face — appears in 18.8% of tested responses
Source: FreshNews AI Visibility Observatory
Engines tested: GPT · Gemini
Example queries
Illustrative prompts used in this category—similar in spirit to weekly Observatory test prompts.
- “What are the best AI agent platforms for enterprise automation?”
- “Compare top platforms for building autonomous AI agents”
- “Which AI agent frameworks are most recommended for developers?”
AI Visibility Rankings
AI Visibility measures how often a brand appears in tested AI responses. Brands are ranked by mention frequency across AI engines. Delta shows change from the previous week.
| Rank | Brand | Mentions | AI Recommendation Rate | Δ vs Previous Week |
|---|---|---|---|---|
| 1 | Langchain | 5 | 31.3% | -4 |
| 2 | Openai | 4 | 25% | -2 |
| 3 | Microsoft | 4 | 25% | -2 |
| 4 | Google Cloud | 3 | 18.8% | -5 |
| 5 | Hugging Face | 3 | 18.8% | +3 |
| 6 | Servicenow | 2 | 12.5% | +1 |
| 7 | Uipath | 2 | 12.5% | -1 |
| 8 | Zapier | 2 | 12.5% | +1 |
| 9 | Make | 2 | 12.5% | +2 |
| 10 | Deepset | 2 | 12.5% | +2 |
Key Insights
Langchain leads this week, appearing in 31.3% of tested responses.
64 total citations across 46 unique domains
Top cited domain: github.com
Analyzed 16 AI responses across multiple engines
History
Recommendation Trend
Weekly AI mentions per brand (from Observatory history snapshots).
Weekly totals
Sum of brand mentions per week and count of brands with mentions.
| Week | Total Mentions | Brands Tracked |
|---|---|---|
| Mar 16, 2026 | 36 | 5 |
| Mar 23, 2026 | 19 | 5 |
How this index works
This index tracks which companies appear in AI-generated answers across major AI engines. Each week we run a structured set of prompts related to this industry and analyze the responses returned by AI systems.
Key characteristics
- Grounded AI responses are prioritized when available
- Multiple engines are tested
- Rankings reflect frequency of appearance across tested prompts
Example prompts
Category-specific prompts are executed weekly. Prompts are designed to reflect real-world search and recommendation queries. Each prompt asks AI systems to recommend vendors or solutions for this industry vertical.
- “What are the best AI agent platforms for enterprise automation?”
- “Compare top platforms for building autonomous AI agents”
- “Which AI agent frameworks are most recommended for developers?”
AI Recommendation Rate
Calculated as the percentage of total responses in which a brand appears. For example, if a brand appears in 16 out of 16 responses, its recommendation rate is 100%.
Results update weekly.
This index reflects AI recommendation visibility—how often brands appear in AI-generated responses—not sponsorship or paid placement.
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Get startedAbout FreshNews.ai
FreshNews.ai is an AI Visibility platform that helps brands understand how they appear in AI-generated answers across systems like ChatGPT, Gemini, and other generative engines.
The FreshNews.ai AI Visibility Dashboard measures how often brands are mentioned, cited, and recommended in AI responses, enabling companies to track their visibility, compare against competitors, and improve their presence in generative search.
Explore more AI Visibility insights and categories at: https://freshnews.ai/en/ai-visibility-index