As of September 2026, Gemini answers "who is Rankfor.AI?" with 56% consistency across 10 runs. The brands it names most reliably: Google, G2, Trustpilot.
Consistency Score
56%
Semantic Overlap
23%
AI model
Gemini
Runs
10
Brand stability heat map
Which brands Gemini mentioned in each of the 10 runs. Green = mentioned, red = missing; the percentage column is the brand's stability across all runs.
Brand
Run 1
Run 2
Run 3
Run 4
Run 5
Run 6
Run 7
Run 8
Run 9
Run 10
Stability
Tier
Google
✓
✓
✓
✓
✓
✓
✓
✓
✓
✓
100%
always
G2
–
–
–
✓
✓
–
–
✓
–
–
30%
occasional
Trustpilot
–
–
–
–
✓
–
–
✓
–
–
20%
occasional
Claude
–
–
✓
–
–
–
–
–
–
–
10%
rare
Jasper
–
–
–
–
✓
–
–
–
–
–
10%
rare
Ahrefs
–
–
–
–
–
–
✓
–
–
–
10%
rare
Semrush
–
–
–
–
–
–
✓
–
–
–
10%
rare
What Gemini always says
It does this by analyzing the top-performing content for a specific keyword and providing a "blueprint" for the user to follow
AI is a software-as-a-service (SaaS) platform designed for Content Marketing and Search Engine Optimization (SEO)
Here is a breakdown of what the platform does and how it functions:
### 1
The core purpose of Rankfor
What Gemini sometimes says
Key Features
* Content Briefs: It analyzes the top 10–20 results for your target keyword and tells you exactly what topics, subheadings, and keywords you need to include to be competitive
* Keyword Optimization: It identifies "semantic keywords" (related terms) that search engines expect to see in a high-quality article
AI is to help users write articles that are statistically likely to rank on the first page of Google
* AI Integration: Like many modern SEO tools, it includes AI-powered writing assistants that can help generate outlines, draft sections of content, or rewrite paragraphs to be more SEO-friendly
* Competitor Analysis: It breaks down the content of your competitors, showing you their word count, heading structure, and the keywords they are targeting
Methodology
The same prompt was sent to Gemini 10 times. Responses were compared for brand mentions, sentiment and message stability. AI answers vary between runs; the Consistency Score measures how much. Published 2026-09-03 with the free Rankfor Dice Roller.