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Start with a Diagnostic

Search Intelligence Engineering

Search Intelligence Engineering for the AI Era.

Know where your brand is missing from the shortlist. Hendricks maps the questions and decisions that drive your market, measures whether your brand enters the consideration set, improves the conditions that shape visibility and trust, and connects the work to pipeline and revenue.

For organizations where search materially affects a valuable purchase, shortlist, appointment, demo, or customer relationship.

Start with a Search Intelligence DiagnosticSee What Hendricks Actually Does
Plate 01Selection Map

Where a brand enters or leaves the shortlist, for an illustrative question.

Choose an illustrative customer question

Which workforce scheduling platform fits a regional logistics company running several depots on shift work?Operations director, replacing a spreadsheet-based process across several depots, shortlisting now.

Illustrative. An intervention changes conditions the brand controls. The outcome shown is not a guarantee and not a client result.

Selection Map, question 1 of 3
Selection Map, question 1 of 3
  • Brand A visible, accurate, considered, shortlisted, outcome connected
  • Your Brand visible, accurate, evidence missing, considered, not shortlisted; exits
  • Brand B visible, misunderstood, not considered; exits (described as a payroll product, not scheduling)
  • Brand C visible, accurate, evidence missing, considered, not shortlisted; exits
  • Brand D not visible; exits

Sources cited at Evidence

  • news coveragenot cited in this scenario
ObservedMeasuredevidence missingmisunderstoodexits
Illustrative interface. Not a client result.An illustrative diagram, not a client result. For the question "Which workforce scheduling platform fits a regional logistics company running several depots on shift work?", five sample brands enter a nine-step path from Customer need through Context, Discovery, Understanding, Evidence, Consideration, Recommendation, Selection, and Impact. Brand D is never found. Brand B is found but misunderstood as a payroll product and drops out before Consideration. Brand C and Your Brand are found and understood but each lacks evidence on an independent review site, and neither is shortlisted. Brand A is supported by an independent review site and an analyst report, is considered, is shortlisted, and its selection is linked to a measured outcome in the Impact Ledger. Six source types feed the Evidence step: independent review site, analyst or industry report, brand's own site, community thread, news coverage, and documentation. The first seven steps are observed in the answer; Selection and Impact are measured in the client's own systems, and no value is shown. No real company, publication, or AI system is named.

Measure demand. Understand AI visibility. Engineer selection. Prove business impact.Built from enterprise search, paid and organic acquisition, analytics, and search operating systems.

Plate 02Two paths

Traditional search ran to a ranking. AI-mediated search runs to a shortlist.

Two search paths compared
Illustrative interface. Not a client result.

Two paths compared. Traditional search ran Query, Search Results, Website, Conversion, and the website was the third step. AI-mediated search runs Need, Intent Interpretation, Research, Comparison, Synthesis, Shortlist, Choice, and the website may not be visited at all.

The AI Selection Problem

Brands are losing control over the path between being discovered and being chosen.

Search increasingly interprets the need, researches the market, compares options, and narrows consideration before a customer reaches your website.

A business can have a strong website, high rankings, excellent reviews, active paid media, respected leadership, and a recognizable brand, and still fail to enter an AI-mediated buying journey.

Brands are losing control over the path between being discovered and being chosen. Most organizations have major blind spots across that path.

See why a brand can rank #1 on Google and still not appear in AI answers

The Hendricks Method

We find where you are being excluded, change the conditions, and measure what happens.

Hendricks does not sell screenshots of chatbot mentions. We build an evidence-based system that answers four business questions.

  1. Map demand

    What demand is worth pursuing? Determine what customers are trying to accomplish, what they search and ask, how those needs differ by context, and which decisions have commercial value.

    Demand Map
  2. Observe selection

    Where are we winning or losing consideration? Measure whether the brand is absent, referenced, considered, or recommended across controlled customer contexts, platforms, competitors, and time periods.

    Selection Map
  3. Engineer the presence

    What should change? Identify and implement the technical, entity, content, evidence, authority, acquisition, and conversion improvements most likely to close valuable gaps.

    Intervention Roadmap
  4. Measure impact

    Did it produce business impact? Connect changes in search and AI visibility with customer behavior, branded demand, qualified leads, opportunities, pipeline, and revenue.

    Impact Ledger

Learn and repeat

Hendricks observes four systems: Google AI Overviews, ChatGPT, Perplexity, and Gemini. Hendricks does not measure, test, monitor, or report on Google AI Mode or Microsoft Copilot.

Beyond AI Visibility

A brand mention is not the same as consideration.

Visibility tells you that you appeared. Selection Intelligence tells you what that appearance means.

  • VisibilityDid the brand appear?
  • UnderstandingWas the brand represented accurately?
  • RelevanceWas it connected to the customer’s specific need?
  • ConsiderationWas it presented as a legitimate option?
  • RecommendationWas it actively favored or shortlisted?
  • SelectionDid the customer choose it?
  • ImpactDid that choice produce commercial value?

AI-mediated results can vary by context, wording, location, platform, and time. Hendricks therefore measures controlled intent contexts and repeated outcomes, not one pretend universal ranking.

Learn What Selection Intelligence Measures

The evidence rule

Absence is not yet a diagnosis. A single answer screen is one observation under one set of conditions.

Decisions, Not More Reports

Every output should tell the organization what happened, why it matters, and what to do next.

Plate 04

Demand Map

Plate 05

Intent Context Library

Plate 06

Selection Map

Plate 07

Competitor Selection Matrix

Plate 08

Source and Evidence Graph

Plate 09

Commercial Selection Gap

Plate 10

Intervention Roadmap

Plate 11

Impact Ledger

Illustrative interface. Not a client result.

Built for Valuable Search Decisions

One system. Two ways to work with Hendricks.

For Brands

Turn fragmented search investment into a path to selection.

Your customer experiences one decision journey. Connect demand, traditional search, AI visibility, paid media, organic performance, evidence, analytics, and revenue.

Hendricks for Brands

For Agencies

Add specialized Search Intelligence without building the complete capability in-house.

Your agency keeps the client relationship. Responsibilities, branding, data access, and communication ownership are established before delivery. No fabricated results or guaranteed citation claims.

White-label specialist / Embedded intelligence lead / Co-branded partner / System builder

Discuss an Agency Partnership

Proof Without False Precision

We separate what is observed, inferred, measured, and proven.

Observed

Responses, citations, sources, rankings, and referrals.

Inferred

The likely relationship between evidence gaps and outcomes.

Measured

Leads, opportunities, pipeline, revenue, and branded demand.

Tested

Baselines, staggered rollouts, matched groups, and holdouts.

A legend of four evidence classes. Observed uses a solid line and a filled dot. Inferred uses a dashed line and a hollow dot. Measured uses a solid rule with a tick. Tested uses a double rule. Every diagram on the page uses these four marks.

Hendricks does not claim access to a model’s hidden reasoning. We study inputs, outputs, sources, interventions, and business outcomes, then state how much confidence the evidence supports.

Read the Hendricks Measurement Methodology

Start with Evidence

Direct engagements begin with a fixed-scope diagnostic, not an open-ended retainer.

The Search Intelligence Diagnostic is a fixed-scope engagement that identifies where valuable customer demand exists, whether your brand enters consideration, which observable conditions separate you from stronger competitors, and what should be implemented first.

Most Diagnostics are designed to take approximately three to four weeks, assuming required data access and stakeholder availability.

Start with a Search Intelligence Diagnostic

Plate 12 / What you leave with

  1. Decision Brief
  2. Commercial Demand Model
  3. Selection Baseline
  4. Commercial Selection Gap
  5. Source and Evidence Graph
  6. 90-Day Demand-to-Selection Roadmap
Brandon Lincoln Hendricks, founder of Hendricks

Brandon Lincoln Hendricks is the founder of Hendricks and a Search Intelligence Engineer. Each stage has one question and one named output.

About Brandon Lincoln Hendricks

Find the Gap

What decision can your current search system not answer?

Tell Hendricks what your organization needs to understand, improve, or build. We will determine whether a Search Intelligence Diagnostic is the appropriate first step, and say directly when a simpler solution is sufficient.

Start with a Search Intelligence DiagnosticDiscuss an Agency Partnership