Technology Families

Technology families are product groupings that share similar technical logic, comparable attributes, and overlapping decision queries.

In industrial GEO work they are the right unit of analysis, because citability rarely improves by treating the whole catalog as if every product behaved the same way.

Why families are used

Each family has its own query set, decision parameters, market language, and level of comparability. A gearbox family and a valve family cannot be audited or rewritten with the same logic.

What a family helps define

• Priority — which product area generates the most relevant decision queries.
• Audit scope — which sources and pages should be evaluated together.
• Parameter set — which technical dimensions must become explicit and comparable.
• Measurement — which QPR and citability scores belong to the same market context.

Why the whole catalog is the wrong level

A full catalog average hides the real problem. Some product families may already have acceptable public information, while others remain almost impossible to cite because the structure is too weak.

Working by family prevents teams from spreading effort too thinly. It makes it possible to select the families with the highest business relevance and the biggest improvement potential.

Industrial examples

In automation, collaborative robots, end-of-arm tooling, and safety sensors are different technology families because they are compared through different decision criteria and different buyer questions.

In fluid power, ball valves, directional valves, and hydraulic power units should not be treated as one family just because they belong to the same broader sector.

Practical rule

If two products are chosen through different questions, different criteria, or different buyers, they should probably be treated as different technology families.