Demand & search analysis
What people search, ask and complain about, in Arabic and English.
Market, competitor and audience analysis at a speed manual research cannot match — with every claim traced back to a source you can check.
Start a projectAI can read a thousand reviews, every competitor page and six months of social conversation in an afternoon. That is a real advantage. It can also produce a confident, tidy, completely wrong summary, which is a real liability.
The difference is sourcing. Every finding we report links to the material it came from, sample sizes are stated, and anything the data does not actually support is written as an open question rather than a conclusion.
What people search, ask and complain about, in Arabic and English.
Positioning, pricing, messaging and content coverage, side by side.
Thousands of reviews and comments summarised into recurring themes.
The words your buyers use, which become your ad and page copy.
Every claim linked to its source, with confidence and sample size stated.
Write the questions the research has to answer, before collecting anything.
Gather at scale across search, social, reviews and competitor material.
Spot-check the model's summaries against the raw material by hand.
Write findings, confidence levels and the open questions that remain.
A sourced analysis of demand, competitors, pricing and audience language — delivered in days rather than weeks, with the confidence level of each finding stated so you know which ones to bet on.
Because each one cites what it came from, and we hand over the source material. Anything we could not verify is labelled as unverified rather than quietly included.
No. It tells you what to ask them and saves the first three weeks. For a decision that matters, ten interviews after this analysis are worth more than fifty before it.
Five to ten working days for a category read, against three to five weeks manually. Verification is what takes the time, and it is not the part to cut.
Yes, including dialect. Most regional research misses it entirely, which is usually where the most useful audience language is sitting.
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Tell us the category and the question. We will come back with a sourced read.
Start a project