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Definition

What Is Selection Intelligence?

Selection Intelligence

Selection Intelligence is the evidence-based analysis of whether, where, and under what customer contexts a brand enters consideration, earns recommendation, and influences choice across AI-mediated and traditional search.

The same literal prompt may not represent the same effective need. Selection Intelligence measures the decision, across the customer contexts that carry commercial value.

Questions It Answers

Ten questions a baseline is built to answer.

  1. Was the brand discoverable?
  2. Was it understood accurately?
  3. Was it relevant to the customer’s specific need?
  4. Did it enter the consideration set?
  5. Was it recommended?
  6. Which competitors were favored?
  7. Which sources and evidence appeared?
  8. How stable was the outcome?
  9. What should be tested or changed?
  10. Did any downstream business behavior change?

Selection Intelligence Versus AI Rank Tracking

The two disciplines ask different questions.

AI rank tracking asks:

Where did the brand appear for this prompt?

Selection Intelligence asks:

Across commercially important customer contexts, under what conditions does the brand enter consideration, and what observable evidence separates winning and losing outcomes?

Why Context Matters

The same literal prompt may not represent the same effective need.

Customer profile, constraints, location, prior conversation, platform, wording, and time can change the research path and result.

Hendricks therefore tests:

  1. Neutral baselines
  2. Customer cohorts
  3. Multi-turn journeys
  4. Platforms
  5. Locations
  6. Repeated runs
  7. Time periods

The output is an observed distribution and stability analysis, not one universal ranking.

Metrics

Five measures, each defined before it is reported.

Observed Consideration Rate
The commercially weighted percentage of defined test contexts in which the brand is presented as a legitimate option.
Observed Recommendation Rate
The commercially weighted percentage of defined test contexts in which the brand is explicitly favored or recommended.
Selection Stability
The consistency of consideration or recommendation across reasonable variations in context, wording, platform, location, and time.
Evidence Coverage
How much clear, current, and corroborated evidence exists for claims needed to win priority decisions.
Commercial Selection Gap
The value-weighted difference between the client’s observed position and the relevant benchmark.

A Hendricks self-run, 2026-08-19-110930, measured citation presence only. It does not report Observed Consideration Rate, Observed Recommendation Rate, Selection Stability, or Commercial Selection Gap. Those metrics are defined on this page. That run does not report numbers for them.

Read the Hendricks Selection Baseline

Selection Intelligence does not reveal a model’s private reasoning.

Honest limitation

It analyzes controlled inputs, observable outputs, citations, sources, brand associations, interventions, and downstream outcomes.

Sources

Sources

Last reviewed .

This definition is maintained by Hendricks and states the firm’s own position rather than reporting third-party research.

This definition is applied in the Selection Intelligence solution and the measurement methodology.

Change History

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Establish a baseline before making claims.