GEO AUDIT  ·  BRAND-ONLY

Leaf Agriculture.

A look at how Leaf Agriculture is described, positioned, and quoted inside Google's AI Overviews, the AI answer box at the top of search results, and where the brand shows up versus goes missing.

Sitewithleaf.io
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedAugust 17, 2026  ·  by AUQ
AI Visibility Score
59
out of 100. Competitive band. Leaf Agriculture is cited in 20 of 37 AI answers. It shows up on Farm Data Api, Agriculture Data Integration, Field Boundary Data. It is absent on Precision Agriculture Data, Crop Monitoring Data.
Verified AI Overview citations
20
Leaf Agriculture's brand is cited in 20 of the 37 AI-answer queries we tested.
AI answer trigger rate
95%
Google's AI answer box fires on 37 of 39 tracked queries.
Citation rate when AI answers
54%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Leaf Agriculture scores 59 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Leaf Agriculture is cited in 20 of 37 AI answers. It shows up on Farm Data Api, Agriculture Data Integration, Field Boundary Data. It is absent on Precision Agriculture Data, Crop Monitoring Data.

AI answers fire on 95% of tracked queries, yet Leaf Agriculture is quoted in only 54% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
59
Competitive band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear95 / 100
  • Inclusion in category answers54 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand67 / 100
  • Topic coverage breadth67 / 100
  • Your pages being quoted54 / 100
IDENTITY IN AI OVERVIEWS

How the brand describes itself, and how Google's AI describes it.

What the brand says about itself

Farm Data API

Leaf , The data and intelligence platform for agribusiness Skip to content Menu Industries Input Providers Prove your products; power your programs. Ag Retail & Cooperatives Build grower relationships; act on insights. Food & Grainwithleaf.io, 2026

Differentiators it leads with: Farm Data API, Agriculture Data Integration, Precision Agriculture Data, Field Boundary Data.

What Google's AI says

Recognized in AI answers for Farm Data Api, Agriculture Data Integration, Field Boundary Data

Cited as a provider on Farm Data Api, Agriculture Data Integration, Field Boundary Data queries.
Appears alongside youtube.com, eos.com, agremo.com.
The core gap
Leaf Agriculture presents as farm data API, agriculture data integration, precision agriculture data, field boundary data, crop monitoring data. AI Overviews cite it on Farm Data Api, Agriculture Data Integration, Field Boundary Data and it is absent on Precision Agriculture Data, Crop Monitoring Data.
Words AI uses for the brand
Farm Data ApiAgriculture Data IntegrationField Boundary Data
The brand's own pillars that AI omits
Precision Agriculture DataCrop Monitoring DataCited source on vendor and comparison queries
CONTENT AND ENTITY COVERAGE

The topics that matter to the brand, and where it shows up in AI answers today.

See the full query-by-query breakdown →

TopicPresence in AI answersBuyer intent
Farm Data ApiOwnedpositioning
Agriculture Data IntegrationOwnedpositioning
Field Boundary DataOwnedpositioning
Leaf AgricultureOwnedcomparison
Precision Agriculture DataInvisiblepositioning
Crop Monitoring DataInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Leaf Agriculture appears on 4 of 6 themes.

Solution Aware. Owned on Farm Data Api, Agriculture Data Integration, Field Boundary Data; absent on Precision Agriculture Data, Crop Monitoring Data.

Alternatives. 0 themes name the brand without citing it; 17 queries answer without it at all.

AI OVERVIEW PERFORMANCE

Where the brand shows up in Google's AI, and the high-value queries it is missing.

See all queries we tested →

Tracked keywords
39
Brand, category, and comparison queries analyzed.
AI answers fired
37
95% of tracked queries trigger an AI Overview.
Times brand cited
20
54% citation rate when AI answers.
Total brand mentions
20
Across all observed AI responses.
QUERIES WE TESTED

Every query we ran against Google's AI Overview, and what we found.

39 queries across branded, positioning, and comparison intent. "Cited" means Leaf Agriculture's own domain is a source in the AI answer. "Named, not cited" means the brand is mentioned but is not the source. "Absent" means the AI answered without it.

QueryTypeLeaf Agriculture in the AI answerTop sources cited
best farm data apiPositioningCitedcatalog.data.gov, withleaf.io, apifarmer.com
farm data api vendorsPositioningCitedwithleaf.io, precisionfarmingdealer.com, cropx.com
farm data api solutionsPositioningAbsentapps.fas.usda.gov, apifarmer.com, eos.com
farm data api softwarePositioningCitedwithleaf.io, eos.com, croptracker.com
farm data api platformPositioningCitedwithleaf.io, researchgate.net, ers.usda.gov
top farm data api providersPositioningCitedwithleaf.io, eos.com, apps.fas.usda.gov
farm data api comparisonPositioningCitedwithleaf.io, fao.org, ers.usda.gov
best agriculture data integrationPositioningAbsentieeexplore.ieee.org, soiloptix.com, connecterra.ai
agriculture data integration vendorsPositioningCitedwithleaf.io, cropin.com, connecterra.ai
agriculture data integration solutionsPositioningCitedavineon-tensing.com, dtn.com, withleaf.io
agriculture data integration softwarePositioningCitedwithleaf.io, cropin.com, eos.com
agriculture data integration platformPositioningCitedwithleaf.io, connecterra.ai, cropin.com
top agriculture data integration providersPositioningCitedcropin.com, data.folio3.com, agrivi.com
agriculture data integration comparisonPositioningAbsentjournals.sagepub.com, mdpi.com, acsess.onlinelibrary.wiley.com
best precision agriculture dataPositioningAbsentars.usda.gov, omdena.com, youtube.com
precision agriculture data vendorsPositioningNo AI answer
precision agriculture data solutionsPositioningAbsenttouchmemory.com, canr.msu.edu, ars.usda.gov
precision agriculture data softwarePositioningAbsentagremo.com, geopard.tech, eos.com
precision agriculture data platformPositioningAbsenttaranis.com, canr.msu.edu, planet.com
top precision agriculture data providersPositioningAbsentomdena.com, mordorintelligence.com, datarade.ai
precision agriculture data comparisonPositioningAbsentsciencedirect.com, ars.usda.gov, gao.gov
best field boundary dataPositioningAbsenttaylorgeospatial.org, source.coop, planet.com
field boundary data vendorsPositioningCitedwithleaf.io, varda.ag, reddit.com
field boundary data solutionsPositioningCitedearthdaily.com, youtube.com, docs.planet.com
field boundary data softwarePositioningCiteddocs.geopard.tech, fieldsofthe.world, withleaf.io
field boundary data platformPositioningCitedwithleaf.io, docs.planet.com, buildwithleaf.com
top field boundary data providersPositioningCitedwithleaf.io, buildwithleaf.com, fiboa.org
field boundary data comparisonPositioningCitedsciencedirect.com, arxiv.org, essd.copernicus.org
best crop monitoring dataPositioningAbsenteos.com, cropaia.com, nass.usda.gov
crop monitoring data vendorsPositioningAbsentagremo.com, cropx.com, eos.com
crop monitoring data solutionsPositioningAbsenteos.com, alteia.com, flypix.ai
crop monitoring data softwarePositioningAbsenteos.com, agremo.com, cropaia.com
crop monitoring data platformPositioningAbsentcropmonitor.org, eos.com, agremo.com
top crop monitoring data providersPositioningAbsentmarketsandmarkets.com, cropaia.com, agremo.com
crop monitoring data comparisonPositioningAbsentnanolithography.spiedigitallibrary.org, geopard.tech, sciencedirect.com
alternatives to Leaf AgricultureComparisonCitednal.usda.gov, withleaf.io, morningagclips.com
Leaf Agriculture vs Climate FieldViewComparisonNo AI answer
Leaf Agriculture vs TrimbleComparisonCitednews.trimble.com, agfundernews.com, trimble.com
Leaf Agriculture vs AgriSyncComparisonCitedwithleaf.io, prnewswire.com, crunchbase.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 46% of AI-answer queries

Leaf Agriculture is cited in 20 of the 37 AI answers we triggered.

02

AI misreads the category

Leaf Agriculture presents as farm data API, agriculture data integration, precision agriculture data, field boundary data, crop monitoring data. AI Overviews cite it on Farm Data Api, Agriculture Data Integration, Field Boundary Data and it is absent on Precision Agriculture Data, Crop Monitoring Data.

TOP THREE MOVES
01

Win presence on Precision Agriculture Data

Impact high · effort medium · 30 to 60 days

02

Convert named-not-cited queries into citations

Impact medium · effort low · 0 to 30 days

03

Earn placement in the third-party listicles AI cites

Impact high · effort medium · 30 to 90 days

WHERE GOOGLE'S AI GETS ITS ANSWERS

The sources Google's AI cites in this category, and what it tells you about earning citations.

Domain AI citesPagesContext
youtube.com13Cited on 13 of the queries we tested.
eos.com11Cited on 11 of the queries we tested.
agremo.com6Cited on 6 of the queries we tested.
geopard.tech6Cited on 6 of the queries we tested.
flypix.ai6Cited on 6 of the queries we tested.
mdpi.com5Cited on 5 of the queries we tested.
cropin.com5Cited on 5 of the queries we tested.
cropx.com5Cited on 5 of the queries we tested.
cropaia.com5Cited on 5 of the queries we tested.
alteia.com5Cited on 5 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Leaf Agriculture is missing. Earning AI citation on the invisible themes means placement on those third-party pages, not only owning its own glossary.
AI-REVEALED PEERS

The competitive set drawn by Google's AI itself. Observed, not chosen.

See which queries each peer won →

Brands and domains Google's AI cites in place of Leaf Agriculture on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 13 of the tested queries.
eos.comCited on 11 of the tested queries.
agremo.comCited on 6 of the tested queries.
geopard.techCited on 6 of the tested queries.
flypix.aiCited on 6 of the tested queries.
mdpi.comCited on 5 of the tested queries.
cropin.comCited on 5 of the tested queries.
cropx.comCited on 5 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Leaf Agriculture is missing.
90-DAY ROADMAP

Three sprints from first wins to compounding category presence.

Month 1  ·  Days 1 to 30
  • Publish solution and comparison pages for Precision Agriculture Data, Crop Monitoring Data.
  • Build linkable comparison assets so AI Overviews can cite the brand's own domain.
Month 2  ·  Days 31 to 60
  • Earn placement in third-party best-of listicles and review sites the AI cites.
  • Seed community and review presence where AI Overviews pull trust signals.
Month 3  ·  Days 61 to 90
  • Expand owned comparison content across decision-stage queries.
  • Re-audit to confirm invisible themes move to cited and track citation share.