The operating GEO protocol that closes the cycle.
The GEO loop takes a decision question selected during Discovery, turns it into an observed baseline, derives an editorial brief, and compares the same question again under stated conditions. It closes with a comparison, not a one-off report.
[ The cycle restarts ]
The same question: selected in Discovery → turned into a baseline in Measure → translated into a brief → compared again in Re-Measure. One question. One loop. Comparable evidence.
[ 01 · Proprietary discovery pipeline ]
Discovery: where the loop begins
Multi-engine pipeline · the starting point
The set is built with the client to cover the intents, market, language, and constraints that matter in a decision. The output is a list of questions where the brand is absent, ambiguous, or replaced by a competitor in the collected observations. Each can become a case to verify through the full loop.
Output: a prioritized list of decision questions where the brand has an observed gap. Each one enters the Measure → Brief → Re-Measure cycle.
[ 02 · Proprietary evaluation framework ]
Measure: the baseline
Consistent criteria · dated snapshot
Discovery may observe up to six engines to widen the field. The baseline instead uses a fixed set of three engines, ChatGPT, Gemini, and Claude, so comparisons remain consistent over time. Outputs are evaluated against the same observable criteria: presence, citations, position, sources, tone, and competitors. The result is not an absolute value, but a dated, repeatable snapshot for comparing patterns and measuring change.
This baseline is the starting point. Brief, publishing, and Re-Measure test whether observed frequencies and patterns change consistently.
[ 03 · Creaitivo briefing protocol ]
Brief: define the intervention
Structured analysis · intent + entities + sources
The same question from Discovery is analyzed through a protocol combining intent, entities, sources, and observed signals for that topic. The output is a structured editorial brief with the instructions the team needs to create clearer, verifiable content that addresses the question.
Output: a ready-to-send brief. Not a suggestion list. A complete document the team executes immediately, built around the exact gap the loop identified.
[ 04 · Editorial execution ]
Publish: the distribution
Owned site · Industry media · PR · Third-party sources
The editorial team develops the source content and distributes it through appropriate channels: the owned site, relevant industry media, PR when there is a genuine news angle, authoritative directories, and pertinent third-party sources. The goal is to make the brand's position on the topic clear, consistent, and verifiable.
Consistent information across your site and independent sources reduces ambiguity. The next comparison checks what changes, without promising citations.
[ 05 · +90 days ]
Re-Measure: the comparison
+90 days · change against the baseline
The same question from step 01 is tested again while keeping engines, criteria, and conditions as consistent as possible. Observed frequencies and patterns are compared with the initial baseline. This is neither an absolute measurement nor causal proof: it is a repeatable comparison showing whether the observations moved in the intended direction.
When frequencies and patterns change consistently, you have a signal worth investigating. When they do not, the loop restarts with a different intervention.
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