Illustrative case study

A fictional business. The figures are a modelled scenario, not a client result.

Pchelin ApiaryArtisan honey brand · Troyan11 months · Content Engine

How a Balkan beekeeper became the answer engines' go-to source on raw honey

63

Cited in AI Overview answers, from zero, in 11 months.

The comb: 60 articles, six clusters, one mountain range

Each hexagon is an article. It fills as its cluster ranks; a white seed marks AI Overview citations.

Crystallisation & storage

Is crystallised honey safe to eat?

Google position
not ranking
AI Overviews
not cited

Cluster ranking progress: 0%

AI Overview citations
0
Organic sessions / mo
3,100
Questions in top 10
9
Newsletter sign-ups
0
  • 01 Crystallisation & storage
  • 02 Raw versus processed
  • 03 Varieties of the Balkans
  • 04 Health & safety
  • 05 Cooking with honey
  • 06 Beekeeping in the mountains

The challenge

The family apiary's blog posts were thin and its product pages had no expertise signals. Questions like "is crystallised honey safe" were answered by large US publishers and never by an actual beekeeper.

The family had kept bees on the slopes above Troyan for three generations, moving hives with the bloom from acacia in May to linden and mountain meadow in summer. None of that knowledge was online. Search engines and AI assistants had nothing to tell them that a beekeeper wrote these pages, so they quoted whoever had the most authority and the clearest answer.

AI OverviewBefore · month 0

is crystallised honey safe

Yes, crystallised honey is generally safe. Many brands heat honey to prevent it. Store at room temperature.

  • A US wellness publisher
  • A national recipe magazine
  • A supplement retailer
AI OverviewAfter · month 11

is crystallised honey safe

Yes. Crystallisation is natural and a sign of raw honey; glucose separates out as it cools. Warm the jar gently below 40 °C to make it liquid again, the beekeeper explains.

  • Pchelin Apiary · Is crystallised honey safe?
  • A US wellness publisher
  • A food-safety agency

Mock-up of the modelled answer, not a screenshot.

The diagnosis

An empty comb: good honey, no cells for the questions people actually ask.

  1. 01 · Content depth310 words avg

    38 blog posts averaging 310 words. 21 were under 250 words, and none answered its own question in the first paragraph.

  2. 02 · Expertise signals0 bylines

    No author on any post. Three generations of beekeeping, a migratory apiary and lab-tested batches were mentioned nowhere.

  3. 03 · Proof0 lab reports

    Pollen analysis, moisture and HMF certificates sat in a drawer. Product pages said “pure” with nothing to back it up.

  4. 04 · Structured data0 schema types

    Recipes were published as images of cards: no ingredients in text, no Recipe schema, no Person or Organization markup.

  5. 05 · Architecture140 thin URLs

    A flat blog with 140 thin tag pages indexed and no links from product pages to the guides that explain them.

  6. 06 · AI answers0 / 120 cited

    Across 120 tracked honey questions, AI Overviews cited large US publishers and supplement sellers. Never a beekeeper.

The strategy

Build the comb cell by cell, with the beekeeper's name on every one.

The engagement ran on our Content Engine plan (content & ai search): a publishing system built around real questions, with expertise you can verify.

  • Topic clusters

    Six clusters, each a pillar guide plus ten question pages, mapped from 120 real People Also Ask and AI Overview prompts. Every product page links to the guides that explain it; the 140 tag pages were folded in or removed.

  • Recipe schema

    Twenty Balkan recipes rebuilt as text with full Recipe markup: ingredients, timings, yield and step images shot in the family kitchen in Troyan, so honey cake and walnut jars could appear as rich results.

  • AI Overviews

    Every question page opens with a 40 to 60 word answer a machine can lift whole, then the nuance. Clear headings, a short FAQ block and dated updates gave answer engines something quotable and current.

  • E-E-A-T

    The beekeeper became the byline: a Person profile with the apiary's history, photos from the hives, and lab certificates published per batch. Each article lists who wrote it, who checked it and when.

11 months, one frame at a time

The season

  1. Month 01

    Question map

    120 honey questions scraped from search and AI answers; who answers them today, and how.

  2. Month 02

    Crystallisation hub

    First cluster live. The flagship “is crystallised honey safe” guide, written by the beekeeper.

  3. Month 03

    Bylines & lab proof

    Person and Organization schema; batch certificates published; tag pages consolidated.

  4. Month 04

    Raw honey cluster

    Raw, filtered and pasteurised explained with photos from the extraction room.

  5. Month 05

    Varieties

    Acacia, linden, chestnut and honeydew pages; first AI Overview citations appear.

  6. Month 06

    Health & safety

    Medically reviewed answers on infants, diabetes and allergies, with sources cited.

  7. Month 07

    Recipes

    Twenty recipes rebuilt with Recipe schema; newsletter offer added to each one.

  8. Month 08

    Beekeeping stories

    The mountain cluster: harvest calendar, winter hives, the migratory apiary.

  9. Month 09

    Refresh pass

    Answers tightened to the first paragraph; dated updates on the ten biggest pages.

  10. Month 10

    Internal links

    Every product page links to its guides; every guide to the jar it describes.

  11. Month 11

    Comb complete

    All six clusters ranking; 63 AI Overview answers cite the apiary.

Results at month 11

A full comb

  • 63

    AI Overview citations

  • +276%

    Organic sessions

  • 212

    Informational keywords top 10

  • 1,840

    Newsletter sign-ups from blog

Modelled scenario for a fictional business — not a client result. Rankings and traffic are never guaranteed; see our Terms.

Organic sessions per month
0k4k8k12kB1234567891011
AI Overview answers citing the apiary, by month
Tracked questions, Google position before and after
QueryMonthly searchesBeforeAfterAI Overview
is crystallised honey safe4,400—#1Cited
why does honey crystallise6,60064#2Cited
raw honey vs regular honey5,400—#3Cited
can babies have honey8,100—#4Cited
acacia honey taste1,90041#1Cited
what is honeydew honey1,300—#2Cited
bulgarian honey cake recipe880—#1Not cited
substitute honey for sugar9,900—#6Cited
is comb honey edible2,40088#3Cited
linden honey benefits1,60029#2Not cited

“—” means not in the top 100. Search volumes are modelled.

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