Pricing Research & Intelligence in Saudi Arabia
Before setting or changing a price, define the decision, the offer, the buyer and the alternatives that buyer will compare. NOMAS compares what can be observed across those alternatives and turns it into hypotheses you can test before committing.
Audience, sources, method and outputs are agreed around your decision and the evidence available to it.
Define four things before any price is compared.
The decision
Launch a price, change one, restructure packages, or defend against a competing offer. Each needs different evidence.
The audience
Who pays and who decides may differ: household or business, new or existing, one city or several.
The offer
What exactly is bought: contents, quantity, service level, contract length and conditions.
The alternatives
Direct competitors, substitutes, doing it in-house, or not buying. The customer compares against these, not against your cost sheet.
A price is only comparable when its context is recorded.
Two prices that look close can describe different things. The comparison sheet records these fields for every offer observed.
| Field | What is recorded | Why it matters |
|---|---|---|
| Offer content | Products, quantities, and what the service package includes and excludes. | Equal prices need not mean equal value. |
| Price unit | Per item, per pack, per month, per user or per project. | Units must be converted before any ranking. |
| Service level | Support, delivery, warranty, installation, response time. | Service is often the real difference between tiers. |
| Temporary promotions | Discount, bundle or gift, with start and end if shown. | A promotion is not the standing price. |
| Purchase terms | Minimum order, contract, payment method, cancellation, fees. | Terms change the effective cost and the risk. |
| Observation date | Date and source of each observation. | Prices age; undated evidence cannot be trusted. |
Published price, stated view and real behavior are not the same.
Published price
What a seller shows. It tells you the offer on the date seen, not what people actually paid or what was negotiated.
What the customer says
Stated expectations and reactions in interviews or surveys. Useful for reasoning and thresholds, but people may answer differently from how they buy.
Actual purchase behavior
Orders or switching show observed choices in their context. They do not establish reasons or causality on their own. Data quality and permission to access and use the records are assessed within the agreed scope.
Basic package versus a package with extra support.
A fictional case with no figures and no client outcome
Imagine a seller offering a basic package and a second package that adds extra support. A simple price list shows the second as more expensive.
The research question is whether the extra support is what buyers value, whether it matters to every audience, and whether competitors bundle it for free. A hypothesis might be that some buyers see support as a reason to choose the higher package while others see it as unnecessary.
A useful next step is to ask buyers in each audience which of the two packages they would pick and why, then compare their answers with how competitors package the same support.
Agreed outputs and evidence limits
Offer comparison sheet
Dated, like-for-like record of selected alternatives.
Price-architecture reading
How tiers, units and terms relate, and where gaps or overlaps appear.
Testable hypotheses
Each with the evidence behind it, what would disprove it and a suggested test.
Evidence limits
What was observed, what was inferred and what remains unknown.
Outputs depend on the agreed scope. Published prices and stated willingness to pay do not establish future revenue, so hypotheses are read alongside your costs, constraints and the quality of the data behind them.