Volumetric
12 dimension families
156 values across 12 independent families. Multiplied out they describe 11,555,086,233,600 theoretical combinations — an analysis space, never a publishing target.
Business
9 values
- offer
- revenue model
- margin
- capacity
- sales cycle
- qualification threshold
- retention value
- risk
- strategic priority
Audience
13 values
- segment
- role
- industry
- organization size
- experience
- problem awareness
- solution awareness
- urgency
- budget
- geography
- language
- device/context
- accessibility need
Task
16 values
- define
- learn
- discover
- diagnose
- compare
- calculate
- locate
- verify
- plan
- implement
- troubleshoot
- buy
- use
- maintain
- renew
- refer
Intent
9 values
- informational
- comparative
- commercial investigation
- transactional
- navigational
- local
- support
- retention
- reputation
Semantic
18 values
- parent concept
- subtype
- synonym
- entity
- attribute
- attribute value
- process
- prerequisite
- problem
- cause
- consequence
- solution
- alternative
- comparison
- objection
- risk
- evidence
- question
Modifier
21 values
- who
- what
- where
- when
- why
- how
- best
- cost
- price
- cheap/premium
- near me
- reviews
- versus
- alternative
- for [audience]
- with [attribute]
- without [constraint]
- under/over [value]
- before/after
- current/year
- beginner/advanced
Asset
20 values
- service page
- product page
- category
- guide
- comparison
- calculator
- diagnostic
- template
- checklist
- directory
- location page
- case study
- dataset
- benchmark
- glossary
- FAQ
- video
- image series
- interactive
- API/data feed
Evidence
12 values
- firsthand experience
- original data
- controlled test
- field observation
- customer evidence
- expert review
- documented case study
- primary-source citation
- methodology
- screenshots
- demonstration
- limitations
Search-surface
10 values
- web results
- images
- video
- local
- shopping/product
- news
- Discover
- generative AI features
- site search
- third-party marketplace
Journey and conversion
7 values
- awareness → related content
- evaluation → tool/comparison
- decision → assessment/demo/quote
- transaction → purchase/signup
- use → successful implementation
- retention → renewal/expansion
- advocacy → review/referral/citation
Time
9 values
- evergreen
- seasonal
- event-driven
- newly changed
- periodic
- decaying
- historical
- real-time
- forecast
Measurement
12 values
- query
- page
- cluster
- country
- device
- search appearance
- audience
- offer
- change ID
- date
- cohort
- value event
Safe scale
Generate broadly.
Normalize.
Cluster by task.
Assign one canonical owner.
Apply all hard gates.
Score by value / cost.
Stage publication.
Measure.
Update the generator.
Never publish the Cartesian product.