Skip to content
Primary engine / Search + AI

Search + AI for buyers who are already looking.

Caldrin identifies the commercial searches, AI recommendations and independent sources influencing your category. We work on the pages, technical issues and authority gaps that keep your business from being found and considered.

Three questions identify a starting hypothesis. A conversation determines what to inspect in depth.

WHAT THE WORK COVERS
  • DemandCommercial queries and comparisons
  • AccessCrawlability and useful pages
  • SourcesAuthority, citations and entity clarity
  • ResponseVisibility connected to enquiries
See documented work ↗
THE SERVICE

What we examine.

Search work starts with the buyer's question, then checks whether your site and independent sources give a useful answer.

Find commercial demand

Map category, service, comparison and alternative queries. Check which pages and sources buyers see for each intent.

Fix access and architecture

Review crawlability, indexation, technical SEO and the path from buyer question to useful commercial page.

Improve what buyers can verify

Build or strengthen agreed pages, entity information and relevant third-party references. Programmatic pages only where each has distinct value.

Measure the response

Use Search Console and available enquiry data. Sample AI mentions, recommendations and citations with the prompt and run context recorded.

How an engagement starts

  1. 01
    Examine

    Review queries, existing pages, technical access, AI sources and the business data you can share.

  2. 02
    Prioritise

    Identify the gaps that matter to commercial discovery and agree the scope before work begins.

  3. 03
    Implement and measure

    Make agreed page, technical and source improvements, then compare visibility with relevant enquiries where attribution allows.

BUYER DISCOVERY

Buyers check more than the ranking.

Google may start the research. AI answers and independent sources can shape the shortlist. We inspect what each surface shows, then work on the gaps we can actually influence.

BUYER QUESTION“Who can solve this?”
FIND OPTIONS
Google SearchAI answers
CHECK THE CLAIMSPages · independent sources · reviews
BUYER DECISIONShortlist or move on
DOCUMENTED WORK

Search work on record.

For 603 Basement Solutions, a former client, Caldrin examined uneven service-area discovery and the difference between Search visibility, site activity and enquiries.

Read the 603 case ↗
603 BASEMENT SOLUTIONS / COMPLETED WORKFrom service pages to local search evidence
  • Checked service and town pages for indexation and visibility.
  • Reviewed where problem, method and cost searches led buyers.
  • Recorded local and Search Console observations with dates and source context.
SEARCH EQUITY

Your search footprint has several parts.

Search Equity is Caldrin's framework for four accumulated assets: commercial pages, coverage of buyer questions, authority and independent sources, and brand and entity clarity. We check technical access across all four. Rankings, citations and AI recommendations are readings of visibility, not assets or a single score. Caldrin did not coin the phrase.

ASSETWHAT ACCUMULATESQUESTION TO CHECK
Commercial pagesWHAT ACCUMULATESService, product, comparison and useful location pagesQUESTION TO CHECKCan buyers evaluate the offer on the site?
Buyer-intent coverageWHAT ACCUMULATESAnswers to relevant category, problem and comparison questionsQUESTION TO CHECKWhich buyer questions lack a useful answer?
Authority and sourcesWHAT ACCUMULATESRelevant links, reviews, directories and independent publicationsQUESTION TO CHECKWhat can a buyer verify away from the site?
Brand and entity clarityWHAT ACCUMULATESConsistent company, person and product informationQUESTION TO CHECKIs the business identifiable across those sources?

What we measure separately

Google SearchCommercial rankings, non-brand queries, clicks and the landing pages that receive them.

AI answersWhether the brand is mentioned, recommended or cited across repeated, recorded prompts. These are distinct observations.

Business responseQualified calls, forms, signups or booked conversations when the source data can connect them to discovery.

MARKETS AND RESEARCH

The search problem changes by market.

Software buyers compare products; service buyers often check local availability and reputation. The work follows those buying paths.

B2B SaaS

Category and comparison queries, product pages, technical access and sources that help buyers make a shortlist.

Explore B2B SaaS ↗

Our published Texas Foundation Repair Index and portfolio brand study show their samples, methods and limitations. They are market research, not client growth results.

Explore all research ↗
NEXT STEP

Find the first Search constraint.

Answer three questions to get a working hypothesis and a concrete first check. If Search + AI looks like the right starting point, we can agree what data to review in a conversation.

Get Your Growth Diagnosis