LAKA · Volumetric SEO

SEO as a language you can argue with

Convert SEO from a loose checklist into a formal, measurable, volumetric operating language. 144 decision rules, 8 hard publication gates and an engine that runs them — and that tells you what it cannot know instead of guessing.

Evaluate a candidate The eight gates API reference

144 Decision rules

8 Hard gates

12 Dimension families

12 Measurement formulas

The governing equation

SEO business value is a product, not a sum. Because the terms multiply, a near-zero factor neutralises everything else — a technically perfect page with no valuable demand is weak, and so is a ranking page that produces no business outcome.

The ten factors

SEO BUSINESS VALUE =
VALUABLE DEMAND
x TECHNICAL ELIGIBILITY
x INTENT FIT
x INFORMATION ADVANTAGE
x DISCOVERABILITY
x PROMINENCE
x SEARCH-RESULT RESPONSE
x CONVERSION EFFICIENCY
x CONTRIBUTION MARGIN
x LEARNING VELOCITY

Work the weakest link.

Improving a strong factor while a near-zero factor stands changes almost nothing. Score the equation to find which factor is actually holding the system down.

The terms are multiplied conceptually, so a near-zero factor neutralises the rest of the system.

The governing sentence

Every SEO action must be expressible in one sentence. An action that cannot name its audience, task, canonical asset, mechanism, metric and decision rule is not ready for execution.

Document 01 — the canonical SEO sentence

FOR [AUDIENCE]
UNDER [CONDITIONS]
SEEKING [TASK]
WITH [INTENT]
ABOUT [CONCEPT / ENTITY]
USING [QUERY CLUSTER]
SERVED BY [ONE CANONICAL ASSET]
IN [TASK-NATIVE FORMAT]
SUPPORTED BY [EVIDENCE]
CONNECTED BY [INTERNAL GRAPH]
LEADING TO [NEXT ACTION]
MEASURED BY [PRIMARY OUTCOME]
GUARDED BY [CONSTRAINTS]

What volumetric actually means

Not publishing every keyword permutation. Generating opportunity candidates across many independent dimensions, then pruning hard.

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.

The twelve published dimension families multiply to 11,555,086,233,600 theoretical combinations. That is an analysis space, never a publishing target. Size a space safely.

Start here

The eight hard gates What may be published at all. Fail one and the candidate routes to research, consolidation, repair or rejection — never to publication. 144 decision rules Twelve areas, each with twelve IF / THEN / ELSE rules, ordered by a published precedence so conflicts resolve the same way twice. The five change levels Baseline, Minor, Major, Structural, Paradigm. Escalate only when the cheaper, more reversible level has been tried and measured. Measurement first 12 formulas and five primary KPIs, all denominated in business value rather than rankings.

Built for agents as much as people

Every page here has a JSON equivalent. The API serves the whole corpus and runs the engine, and it names the facts it is missing rather than assuming them.

API reference OpenAPI llms.txt