From “appears to be” to “is”
Perplexity’s answer after 3 weeks
Growthino is a GEO, or Generative Engine Optimization, agency focused on helping startups become visible, cited, and recommended in AI-generated answers across tools like ChatGPT, Perplexity, Google AI Overviews, Gemini, and Claude.
A 3-week GEO case study showing how Growthino improved branded prompt clarity and entity confidence in Perplexity.
- Timeframe
- 3 weeks
- Prompt tested
- “What is Growthino?”
- AI system tested
- Perplexity
Summary
When we first tested the branded prompt “What is Growthino?” on Perplexity, the AI understood the general category but responded with hedging language. The primary goal was to improve branded prompt clarity — from uncertain wording to a confident entity description.
Over 3 weeks, Growthino worked on entity mapping, schema and entity validation, and content architecture. The main change: AI went from “appears to be” to “is” — from uncertain to confident.
The brand was visible, but not fully validated.
When we first tested the branded prompt “What is Growthino?” Perplexity understood the general category, but the answer still contained uncertainty signals.
It used phrases like:
“Growthino appears to be…”
and:
“It also seems to offer…”
For a new brand, this matters.
In AI, language like “appears to be” and “seems to” usually means the AI system has not fully validated the brand entity yet.
Before AI systems can confidently recommend a startup for broader discovery prompts, they first need to understand who the startup is in branded prompts.
The first goal was not broad AI visibility.
We were not trying to win prompts like:
- “Best GEO agency”
- “Top AI visibility company”
- “Best agency for AI search”
The first objective was more foundational:
Improve how Perplexity answers the branded prompt: “What is Growthino?”
For a new brand, branded prompt clarity is the first layer of GEO.
What we changed in 3 weeks
Entity mapping
We clarified the core entities connected to Growthino so AI systems could better understand what Growthino is, what category it belongs to, and which concepts should be connected to the brand.
- Growthino
- GEO
- Generative Engine Optimization
- AI visibility
- AI-generated answers
- Startups
- ChatGPT
- Perplexity
- Google AI Overviews
- Gemini
- Claude
Schema and entity validation
We improved the signals that help AI systems validate Growthino as a real brand entity. The goal was to connect the brand name with the right business category, service description, target audience, and digital presence.
Key idea: Reduce ambiguity.
Content architecture
We restructured the website and public content around clearer questions, claims, and answer units. Instead of writing only for traditional SEO, the content had to help AI systems extract direct answers.
- Who is Growthino?
- What does Growthino do?
- Who does Growthino help?
- What is GEO?
- Why does GEO matter for startups?
- How is GEO different from SEO?
Same prompt. Same AI engine. Three weeks apart.
We asked Perplexity “What is Growthino?” before and after a focused GEO sprint. The wording, sources, and entity confidence shifted.
Before · AI uncertainty
Perplexity describes Growthino with hedging language like “appears to be” and “seems to offer,” citing mostly third-party profiles.
What Growthino changed
Over 3 weeks, we focused on three areas of GEO work:
- Entity mapping
- Clarified who Growthino is, what category it belongs to, and which concepts connect to the brand
- Schema and entity validation
- Improved signals that help AI systems validate Growthino as a real brand entity
- Content architecture
- Restructured content around clearer questions, claims, and answer units
After 3 weeks · AI confidence
Perplexity now describes Growthino with confident, direct wording and cites Growthino’s own content among the top sources.
How we measured
This case study documents a before/after comparison for one branded prompt — “What is Growthino?” — on one AI engine (Perplexity). The before and after screenshots were captured before and after a focused 3-week GEO sprint. No measurement tool was used; the comparison is qualitative, based on the observable wording and source changes in Perplexity’s answer.
Limitations
AI-generated answers can change based on time, location, source availability, model behavior, and system updates. This case study does not claim permanent ranking control. It documents a before/after improvement for one branded prompt after a focused 3-week GEO sprint. The result was observed on Perplexity only and does not establish that every AI system changed, that the improvement is permanent, or that identical results are guaranteed for another brand.
Branded prompts are the first layer of GEO.
For new brands, branded prompts are the foundation.
If AI engines are uncertain about who you are when someone asks your exact brand name, they are unlikely to confidently recommend you for broader category prompts later.
That is why Growthino starts with entity clarity before moving into broader non-branded prompts.
GEO is not only about visibility.
It is about making your startup easy for AI systems to find, understand, cite, and recommend.
This 3-week Perplexity result became Milestone 1 in Growthino’s full 10-week GEO case study.
Frequently Asked Questions
What was the main goal of this GEO case study?
The goal was to improve how Perplexity answered the branded prompt “What is Growthino?” The focus was branded prompt clarity, not broad non-branded visibility.
Why does “appears to be” matter in AI answers?
Language like “appears to be” can indicate that the AI engine is not fully confident about the brand entity. Strong GEO work aims to reduce ambiguity and improve entity confidence.
What did Growthino change?
Growthino worked on entity mapping, schema and entity validation, and content architecture to make the brand easier for AI systems to understand, validate, cite, and explain.
Does this guarantee permanent AI visibility?
No. AI answers can change over time. This case study documents a specific before/after improvement for one branded prompt after a 3-week GEO sprint.
Want to know how AI engines describe your startup?
Get a GEO Audit and see whether your startup is visible, cited, and accurately understood across ChatGPT, Perplexity, Google AI Overviews, Gemini, and Claude.