Entity & category clarity
Defined one consistent brand entity, “Remote Workforce Management System”, and reinforced it across owned and third-party sources.
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Case study · GEO & AI Optimization
Teaching AI engines what Forlanso really is
How a GEO/AIO strategy moved Forlanso, across Gemini, Claude, ChatGPT and Perplexity, from a “freelance marketplace like Upwork” to a Remote Workforce Management System.
01 · The challenge
AI engines were putting Forlanso in the wrong category
Forlanso is a platform founded in Dubai in 2021 that manages remote work end to end: digital contracts, payroll, payments and payouts in 150 countries. Yet AI assistants often grouped it with freelance marketplaces such as Upwork, Fiverr or Khamsat.
As buyers ask AI tools for recommendations instead of searching Google, that mistake meant Forlanso was compared against the wrong competitors and left out of the right questions.
How AI saw it
Freelance marketplace
A middleman connecting clients with freelancers, comparable to Upwork.
→
The real positioning
Remote Workforce Management System
Contracts, payroll, payments and team management, with 0% commission on operations.
02 · The approach
A 4-week GEO/AIO framework
Week 1
GEO foundations
Entity definition, category language and AI-readable brand facts.
Week 2
AI audit
Prompt testing across ChatGPT, Perplexity and Gemini to map how each engine described the brand.
Week 3
Content strategy
Quote-ready content built around differentiators and conversational queries.
Week 4
Automation & tools
Workflows and tools for ongoing AI visibility tracking.
03 · What I did
01
02
03
04
Four moves that changed the answer
Quote-ready content
Answer-first, fact-dense content LLMs can lift directly, built around 0% commission, payouts in 150 countries and compliant contracts.
Prompt & query mapping
Targeted the Arabic and English questions buyers ask AI about remote teams, global payroll and hiring in emerging markets.
Differentiation framing
An explicit “not a freelance marketplace” contrast, so AI engines learn the distinction and repeat it.
04 · Before vs. after
How AI engines describe Forlanso
Same Arabic test prompts, before and after the GEO/AIO work:
شو هي منصة فورلانسو؟ما هي منصة Forlanso وما هي الخدمات الأساسية التي تقدمها لإدارة العمل عن بعد؟
Engine
Before
After
Gemini
Misclassified
A “freelancing” platform, a “cloud work marketplace” similar to Upwork.
Aligned
“An integrated Emirati platform for remote work management… not a traditional mediation site like Khamsat or Upwork”, a “virtual office” with 0% commission.
Claude
Not tracked
Exact entity
Headlines its answer “Forlanso: Remote Workforce Management System” and lists Global Hiring and Global Payroll.
ChatGPT
Partial
Remote work and digital contracting, with a generic service list.
Aligned
“Specialized in hiring and remote work management”, and the positioning holds even when the user pushes back with “so it's freelancing?”
Perplexity
Partial
Remote work management, but no clear business model.
Aligned
Uses forlanso.com/ar/about as the lead source, explains 0% commission plus the subscription model, and cites 10 sources.
05 · Results
From “another freelance site” to a defined category
4/4major AI engines now classify Forlanso as remote work management, not a freelance marketplace
FlippedGemini moved from “like Upwork” to “not a mediation site like Upwork”
Ownedforlanso.com is the primary cited source across ChatGPT and Perplexity
Gemini · after
“What sets Forlanso apart is that it is not a traditional mediation site (like Mostaql, Khamsat or Upwork) for finding jobs, but your own virtual office.”
Claude · after
“Forlanso is a comprehensive Remote Workforce Management System.”
ChatGPT · after, under pushback
“Its main role is not finding projects or new clients… it is more useful as a platform for managing contracts and payments.”
Category ownership
Every major engine now separates Forlanso from Upwork, Mostaql and Khamsat instead of grouping it with them.
Differentiators carried through
0% commission, the subscription model, payouts in 150 countries and legal contracts now appear in AI answers.
Owned-source citations
AI engines pull from forlanso.com, including the Arabic About page, and LinkedIn, so the brand controls the narrative.
Better follow-up prompts
Perplexity now suggests buyer-intent follow-ups such as “How do Forlanso subscriptions work instead of commissions?”
06 · Next phase
Where we go from here
- Win comparison prompts such as “Forlanso vs Upwork” and “best remote payroll platform in the Arab world”.
- Extend the same entity clarity to English-language AI queries and Google AI Overviews.
- Track citation share and positioning accuracy across engines every month.
Key takeaway
In AI search, being found is not enough. You have to be understood. Clear entity definition plus quote-ready content changed the category AI assistants use to describe Forlanso.
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