GEO AUDIT  ·  BRAND-ONLY

Pull Logic.

A look at how Pull Logic 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.

Sitepulllogic.com
Where we lookedGoogle AI Overviews, US
Questions tested39 brand, category, and competitor queries
PreparedJune 29, 2026  ·  by AUQ
AI Visibility Score
25
out of 100. Absent band. Pull Logic is cited in 2 of 38 AI answers. It shows up on Pull Logic. It is absent on Demand Sensing, Inventory Optimization, Supply Chain Planning.
Verified AI Overview citations
2
Pull Logic's brand is cited in 2 of the 38 AI-answer queries we tested.
AI answer trigger rate
97%
Google's AI answer box fires on 38 of 39 tracked queries.
Citation rate when AI answers
5%
Share of AI-answer queries where the brand is actually quoted.
EXECUTIVE SUMMARY

Pull Logic scores 25 of 100 for AI Overview visibility. The work is closing the citation and identity gaps.

Pull Logic is cited in 2 of 38 AI answers. It shows up on Pull Logic. It is absent on Demand Sensing, Inventory Optimization, Supply Chain Planning.

AI answers fire on 97% of tracked queries, yet Pull Logic is quoted in only 5% of them. When it does appear, it sits as a listed provider, rarely the lead source.

AI Visibility Score
25
Absent band
BarelyLowCompetitiveDominant
What's in the score
  • How often AI answers appear97 / 100
  • Inclusion in category answers26 / 100
  • Quality of placement when cited50 / 100
  • How AI describes the brand67 / 100
  • Topic coverage breadth17 / 100
  • Your pages being quoted5 / 100
Work with AUQ

We don't hand you a report and walk away. We execute it.

AUQ is an execution team, not a consultancy. We ship the fixes, content, and citations this audit calls for — and we work month-to-month, so we re-earn the engagement every 30 days.

Start with a month → No long-term contracts
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
Pull LogicOwnedcomparison
Demand SensingInvisiblepositioning
Inventory OptimizationInvisiblepositioning
Supply Chain PlanningInvisiblepositioning
Demand ForecastingInvisiblepositioning
Supply Chain AutomationInvisiblepositioning
Buyer-journey coverage

Problem Aware. overview queries: Pull Logic appears on 1 of 6 themes.

Solution Aware. Owned on Pull Logic; absent on Demand Sensing, Inventory Optimization, Supply Chain Planning.

Alternatives. 8 themes name the brand without citing it; 28 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
38
97% of tracked queries trigger an AI Overview.
Times brand cited
2
5% citation rate when AI answers.
Total brand mentions
10
Across all observed AI responses.
Case Studies

This playbook has already worked. Here's the proof.

Executed by AUQ for B2B SaaS teams with the same gaps this audit found.

1,000+ Fraud.net AI citations earned in 6 months through GEO prompt research and content automation. Read the case study → +173% Microblink Organic traffic growth from technical SEO, content automation, and GEO-focused linkbuilding. Read the case study → +30,000 AKOOL Visits in 6 months via technical optimizations and content strategy we executed end-to-end. Read the case study → +200% DeepInfra Technical blog traffic growth from a blog redesign, author training, and SaaS linkbuilding. Read the case study →
Get results like these for Pull Logic → See all case studies
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 Pull Logic'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.

QueryTypePull Logic in the AI answerTop sources cited
best demand sensingPositioningAbsente2open.com, kinaxis.com, o9solutions.com
demand sensing vendorsPositioningAbsentrelexsolutions.com, o9solutions.com, infor.com
demand sensing solutionsPositioningAbsento9solutions.com, relexsolutions.com, infor.com
demand sensing softwarePositioningAbsente2open.com, toolsgroup.com, o9solutions.com
demand sensing platformPositioningAbsento9solutions.com, e2open.com, kinaxis.com
top demand sensing providersPositioningAbsento9solutions.com, e2open.com, aws.amazon.com
demand sensing comparisonPositioningAbsentinfor.com, r4.ai, pluto7.com
best inventory optimizationPositioningAbsentthoughtspot.com, business.amazon.com, datup.ai
inventory optimization vendorsPositioningAbsenttoolsgroup.com, netstock.com, blueyonder.com
inventory optimization solutionsPositioningNo AI answer
inventory optimization softwarePositioningAbsentnetstock.com, gainsystems.com, toolsgroup.com
inventory optimization platformPositioningAbsentnetstock.com, c3.ai, gainsystems.com
top inventory optimization providersPositioningNamed, not citeddoss.com, youtube.com, supplychaindigital.com
inventory optimization comparisonPositioningAbsentsciencedirect.com, search.proquest.com, pmc.ncbi.nlm.nih.gov
best supply chain planningPositioningAbsentgartner.com, youtube.com, tradebeyond.com
supply chain planning vendorsPositioningNamed, not citedgartner.com, lokad.com, newhorizon.ai
supply chain planning solutionsPositioningNamed, not citedkinaxis.com, gartner.com, blueyonder.com
supply chain planning softwarePositioningAbsentgartner.com, blueyonder.com, o9solutions.com
supply chain planning platformPositioningAbsentgartner.com, board.com, logility.com
top supply chain planning providersPositioningNamed, not citedgartner.com, tradebeyond.com, datadocks.com
supply chain planning comparisonPositioningAbsenttoolsgroup.com, optilogic.com, unisco.com
best demand forecastingPositioningAbsentinfor.com, learn.microsoft.com, g2.com
demand forecasting vendorsPositioningAbsentoracle.com, anaplan.com, o9solutions.com
demand forecasting solutionsPositioningAbsento9solutions.com, infor.com, toolsgroup.com
demand forecasting softwarePositioningAbsentslimstock.com, g2.com, infor.com
demand forecasting platformPositioningAbsentinfor.com, manh.com, datup.ai
top demand forecasting providersPositioningAbsentkumo.ai, bigtime.net, bestdemandforecastingsoftware.com
demand forecasting comparisonPositioningAbsentsciencedirect.com, pmc.ncbi.nlm.nih.gov, researchgate.net
best supply chain automationPositioningAbsentappian.com, netsuite.com, turvo.com
supply chain automation vendorsPositioningAbsenttungstenautomation.com, forbes.com, appian.com
supply chain automation solutionsPositioningAbsentibm.com, nividous.com, netsuite.com
supply chain automation softwarePositioningNamed, not citedibm.com, turvo.com, appian.com
supply chain automation platformPositioningAbsentboomi.com, salesforce.com, aimcom.com
top supply chain automation providersPositioningNamed, not citedsupplychaindigital.com, turvo.com, salesforce.com
supply chain automation comparisonPositioningAbsentunisco.com, accenture.com, findmyfactory.eu
alternatives to Pull LogicComparisonNamed, not citedlabgest.uniud.it, linkedin.com, papers.ssrn.com
Pull Logic vs Blue YonderComparisonNamed, not citedinfo.blueyonder.com, supplychaindigital.com, en.wikipedia.org
Pull Logic vs o9 SolutionsComparisonCitedgartner.com, o9solutions.com, pulllogic.com
Pull Logic vs KinaxisComparisonCitedpulllogic.com, gartner.com, kinaxis.com
THREE FINDINGS THAT MATTER
01

The brand is missing from 95% of AI-answer queries

Pull Logic is cited in 2 of the 38 AI answers we triggered.

02

AI misreads the category

Pull Logic presents as demand sensing, inventory optimization, supply chain planning, demand forecasting, supply chain automation. AI Overviews cite it on Pull Logic and it is absent on Demand Sensing, Inventory Optimization, Supply Chain Planning.

TOP THREE MOVES
01

Win presence on Demand Sensing

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

IDENTITY IN AI OVERVIEWS

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

What the brand says about itself

Demand Sensing

AI Native Supply Chain Decision Platform - Pull Logic Pull Logic Partners with Snetaj to Expand Availability Intelligence Across the UK Read More Skip to content Home About Us Solutions Verticals Resources Careers Home About Us Solutions Vepulllogic.com, 2026

Differentiators it leads with: Product Availability Readiness, Digital Twin, Demand Sensing, Inventory Optimization.

What Google's AI says

Recognized in AI answers for Pull Logic

Cited as a provider on Pull Logic queries.
Appears alongside youtube.com, supplychaindigital.com, kinaxis.com.
The core gap
Pull Logic presents as demand sensing, inventory optimization, supply chain planning, demand forecasting, supply chain automation. AI Overviews cite it on Pull Logic and it is absent on Demand Sensing, Inventory Optimization, Supply Chain Planning.
Words AI uses for the brand
Pull Logic
The brand's own pillars that AI omits
Demand SensingInventory OptimizationSupply Chain PlanningCited source on vendor and comparison queries
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.com18Cited on 18 of the queries we tested.
supplychaindigital.com13Cited on 13 of the queries we tested.
kinaxis.com11Cited on 11 of the queries we tested.
o9solutions.com11Cited on 11 of the queries we tested.
infor.com11Cited on 11 of the queries we tested.
gartner.com11Cited on 11 of the queries we tested.
linkedin.com9Cited on 9 of the queries we tested.
relexsolutions.com9Cited on 9 of the queries we tested.
toolsgroup.com9Cited on 9 of the queries we tested.
tradebeyond.com9Cited on 9 of the queries we tested.
Reading
Independent listicles, communities, and rival explainers win the citations Pull Logic 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 Pull Logic on the queries where it is absent. Observed, not chosen.

PeerHow AI frames it
youtube.comCited on 18 of the tested queries.
supplychaindigital.comCited on 13 of the tested queries.
kinaxis.comCited on 11 of the tested queries.
o9solutions.comCited on 11 of the tested queries.
infor.comCited on 11 of the tested queries.
gartner.comCited on 11 of the tested queries.
linkedin.comCited on 9 of the tested queries.
relexsolutions.comCited on 9 of the tested queries.
Key observation
youtube.com is the most-cited source across the queries Pull Logic 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 Demand Sensing, Inventory Optimization, Supply Chain Planning.
  • 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.