Xtrusio AEO/GEO Audit

Coupa wins on ChatGPT.

Not Vroozi.

25-query audit across ChatGPT, Gemini & Claude. Vroozi is cited on 3 of 75 responses across all 3 platforms (4.0%) while Coupa dominates with 38+ citations. ChatGPT delivered complete invisibility — 0 of 25 queries.

This report was generated using Xtrusio, an AI visibility and demand intelligence platform that analyzes how companies appear across modern AI systems such as ChatGPT, Gemini, Claude, Perplexity, and other generative engines. It identifies what questions decision makers are asking, whether a brand is being cited, and what content or authority signals are required to improve visibility.

The 25 buyer-intent queries, citation tracking, competitor analysis, and strategic recommendations in this report are outputs of Xtrusio's persona intelligence, AI citation tracking, and competitive signal analysis modules.

The insights in this page are generated using Xtrusio's proprietary research and content intelligence framework.

March 2026
25 Queries • 3 Platforms
0%
ChatGPT
0 of 25 queries
8%
Gemini
2 of 25 queries
4%
Claude
1 of 25 queries
Diagnosis

Vroozi is near-invisible in AI-generated buyer recommendations. When a VP of Procurement asks ChatGPT for a procure-to-pay platform, Coupa, SAP Ariba, and Jaggaer get cited. When a CFO asks about AP automation, Stampli, Tipalti, and AvidXchange appear. Across 75 query-platform pairs, Vroozi appeared only 3 times — never on ChatGPT — despite being an award-winning SpendTech platform with clients like Northrop Grumman, Maersk, and NBCUniversal.

Section 2

Platform Scorecard

Vroozi citation rate across AI platforms

Vroozi Citation Rate by Platform
ChatGPT
0%
Gemini
8%
Claude
4%
Competitor Comparison — Combined Citation Rates (All Platforms)
Coupa
51%
SAP Ariba
33%
Jaggaer
21%
Procurify
16%
Precoro
15%
Vroozi
4%
ChatGPT: Complete Invisibility
ChatGPT — the most widely used AI platform for buyer research — cited Vroozi on zero of 25 procurement buyer-intent queries. Coupa appeared on 16+ of the same queries.
When Cited, Vroozi Ranks Well
On the 3 occasions Vroozi was cited (Gemini Q4, Q10; Claude Q12), it averaged rank 2.0 and was described positively (marketplace UX, contract compliance). The AI models understand Vroozi’s value — they just rarely surface it.
Section 3

AI Visibility Leaderboard

Who owns the AI conversation — total citations across all platforms

Platform-by-Platform Breakdown
ChatGPT
0/25
Vroozi cited
Gemini
2/25
Vroozi cited
Claude
1/25
Vroozi cited
Coupa
16
15
7
38+
SAP Ariba
13
8
4
25+
Jaggaer
5
8
3
16+
Procurify
7
5
12
Vroozi
2
1
3
ChatGPT
Gemini
Claude
4.0%
Vroozi
Coupa38+
SAP Ariba25+
Vroozi3
Citation Intensity Heatmap
ChatGPT
Gemini
Claude
Total
Coupa
16+
15+
7+
38+
SAP Ariba
13+
8+
4+
25+
Jaggaer
5+
8+
3+
16+
Procurify
7
5
12
Precoro
6
5
11
Vroozi
2
1
3
Coupa Absorbs the Entire P2P Category
Coupa appeared on 38+ of 75 query-platform pairs (51%). It is the default answer for enterprise P2P, guided buying, catalog management, and spend analytics across all three AI platforms.
Procurify + Precoro Own Mid-Market
The exact mid-market space Vroozi targets is dominated by Procurify (12 citations) and Precoro (11 citations). Both are smaller than Vroozi by capability but dramatically more visible in AI answers due to aggressive review-platform and blog content strategies.
Section 4

AI Positioning Audit

25 buyer-intent queries — click any row to see the exact question

Each query was written from the perspective of a real decision-maker researching procurement solutions. These personas represent the buyers whose AI search results determine whether Vroozi gets discovered.

AG
SVP & Chief Procurement Officer
Amyris • Enterprise • Chemicals/Biotech • US
8queries
Pain Points
Driving procurement transformation across global operations, evaluating P2P platforms for indirect/direct procurement, needs spend visibility and strategic sourcing alignment
"best P2P for mid-market""procurement software SAP""control tail spend"
Q1, Q7, Q8, Q10, Q11, Q19, Q24, Q25
CS
CFO / VP Finance
JBT Corporation • $1B+ Enterprise • Manufacturing/Food Tech • US
5queries
Pain Points
Overseeing procurement + IT + finance, implemented new ERP, champions AP automation, needs ROI visibility on invoice processing costs
"AP automation ROI""reduce invoice costs"
Q2, Q9, Q13, Q16, Q21
AL
Director Operations & Supply Chain
Packair Airfreight • Mid-Market • Logistics/Manufacturing • US
5queries
Pain Points
VP Procurement background, implemented ERP/MRP systems, integration complexity, shadow IT in procurement, needs fast deployment
"NetSuite procurement extension""SAP S/4HANA P2P"
Q5, Q15, Q17, Q18, Q23
TF
Head of Procurement
Siemens Healthcare • Large Enterprise • Healthcare • Ireland/EMEA
3queries
Pain Points
Healthcare compliance requirements, audit trail needs, automated PO-to-invoice matching, strong approval workflows required
"healthcare procurement software""DCAA compliant purchasing"
Q3, Q6, Q14
MB
Global Head of Procurement
Cross-industry • Enterprise • UK
4queries
Pain Points
Decentralized purchasing across locations, evaluates procurement tech, active in procurement community, needs catalog/marketplace consolidation
"centralize purchasing""digital procurement marketplace""food manufacturing P2P"
Q4, Q12, Q20, Q22
#Query TopicClusterChatGPTGeminiClaude
TOTAL0/25 (0%)2/25 (8%)1/25 (4%)
Section 5

Semrush AI Visibility

Automated scores vs buyer-intent reality

Semrush AI Visibility gives Vroozi a score of 17/100. But the topics it tracks reveal why this score is misleading for a niche B2B procure-to-pay platform.

CompanyScoreMentionsCitationsCited Pages
vroozi.com17/100167473235
coupa.com39/1006,0002,4001,800
ariba.com27/1001,200423552
procurify.com24/1001,4002,200814
Semrush AI Visibility dashboard for vroozi.com showing score 17/100 Low
Semrush AI Visibilityvroozi.com — Score: 17/100 (Low)
Semrush topics for vroozi.com
Semrush AI Visibility — TopicsTopics — “Vroozi Platform and Login” dominates

Semrush gives Vroozi 17/100 with 167 mentions, but the top topic is “Vroozi Platform and Login” — an existing-customer navigational query, not a buyer-intent signal. Zero of Vroozi’s competitive categories (procure-to-pay, AP automation, marketplace, spend management) appear as tracked topics.

Coupa AI Visibility 39/100
Competitor BenchmarkCoupa — Score: 39/100 (Medium)
SAP Ariba AI Visibility 27/100
Competitor BenchmarkSAP Ariba — Score: 27/100 (Low)
Procurify AI Visibility 24/100
Competitor BenchmarkProcurify — Score: 24/100 (Low)

Even the competitors score “Low” or “Medium” on Semrush, but their raw numbers expose the gap: Coupa has 36x Vroozi's mentions (6,000 vs 167). This is why companies increasingly rely on an AI visibility analysis platform like Xtrusio to test what decision-makers actually ask during discovery.

Section 6

AI Visibility Gaps

Where Vroozi disappears during buyer discovery

Vroozi's near-invisibility isn't random. It follows a pattern: every category Vroozi competes in is owned by 2–3 competitors with dramatically more citable content.

“I'm a VP of Procurement at a mid-market manufacturing company using SAP. We're spending too much time on manual purchase orders and our spend visibility is terrible. What procure-to-pay platforms should I evaluate?”

— Vroozi's core buyer. All 3 platforms recommend SAP Ariba, Coupa, and Jaggaer. Not Vroozi.

“Our company runs NetSuite and we need a procurement extension that handles catalog management, purchase requisitions, and invoice processing. What are the best options for NetSuite users?”

— Vroozi is the leading NetSuite procurement partner (Built for NetSuite certified). Yet AI platforms recommend Zone & Co, Celonis, and Airbase. Not Vroozi.

“What procurement platforms offer the best mobile experience? Our managers need to approve purchase orders on their phones.”

— Vroozi was built mobile-first with no app download required. AI platforms recommend Procurify, Kissflow, and Coupa instead.
NetSuite + Deltek: Open Territory
No AI platform consistently names a specific P2P firm for NetSuite or Deltek Costpoint procurement. These are Vroozi's strongest partnership niches — Deltek Partner of the Year, Built for NetSuite — yet AI models have no content to cite.
The Root Cause
The Xtrusio citation intelligence system identified that Vroozi lacks the comparison pages, third-party reviews, and structured content that AI models require to cite a vendor.
Section 7

AI Topic Authority Map

Which competitors own which topics in AI answers

TopicAI LeaderVroozi Status
Mid-Market P2PProcurify / Precoro / CoupaInvisible (0/75)
Catalog / MarketplaceSAP Ariba / Coupa / JaggaerClaude only (1/75)
Maverick Spend ControlSAP Ariba / Coupa / IvaluaGemini #1 (1/75)
Multi-Location RetailCoupa / DOSS / TradeGeckoGemini #2 (1/75)
SAP IntegrationSAP Ariba / Coupa / JaggaerInvisible (0/75)
NetSuite ProcurementZone & Co / Celonis / AirbaseInvisible (0/75)
AP AutomationStampli / Tipalti / AvidXchangeInvisible (0/75)
User Adoption / UXProcurify / Kissflow / PrecoroInvisible (0/75)
Mobile ProcurementProcurify / Kissflow / CoupaInvisible (0/75)
Fast DeploymentPrecoro / Spendflo / KissflowInvisible (0/75)
Deltek / GovConJaggaer / Deltek nativeInvisible (0/75)
2026 Vendor ShortlistCoupa / SAP Ariba / ProcurifyInvisible (0/75)
Topic Cluster
ChatGPT
Gemini
Claude
ERP Integration
0%
0%
0%
AP Automation
0%
0%
0%
Spend Control
0%
50%
0%
Vendor Landscape
0%
0%
0%
User Adoption
0%
0%
0%
Industry-Specific
0%
0%
0%
Marketplace / Catalog
0%
0%
50%
ERP Integration
ChatGPT0%
Gemini0%
Claude0%
AP Automation
ChatGPT0%
Gemini0%
Claude0%
Spend Control
ChatGPT0%
Gemini50%
Claude0%
Marketplace / Catalog
ChatGPT0%
Gemini0%
Claude50%
NetSuite + Deltek: First-Mover Advantage
No AI platform consistently names a specific P2P vendor for NetSuite procurement or Deltek Costpoint purchasing. Vroozi holds Deltek Partner of the Year and Built for NetSuite certification. Creating citable content in these niches is the fastest path to AI visibility.
Core Category: Competitors Own Everything
For procure-to-pay, AP automation, and catalog management — Vroozi's three pillars — Coupa, SAP Ariba, Procurify, and Precoro appear repeatedly while Vroozi is absent from nearly every AI recommendation.
Section 8

Methodology

How we conducted this Xtrusio AEO/GEO Audit

This research is based on Xtrusio's proprietary AI visibility analysis framework, which studies how generative AI systems interpret, rank, and cite companies when answering real buyer questions.

Semrush AI Visibility Data
Pulled Semrush AI Visibility reports for vroozi.com and 3 competitors. Analyzed scores, mentions, cited pages, and audience reach across ChatGPT, Google AI Overviews, AI Mode, and Gemini.
25-Query Buyer-Intent Testing
Tested 25 decision-maker intent queries across ChatGPT, Gemini, and Claude. Documented which vendors appeared, positioning narratives, and citation patterns. Questions designed to mirror real procurement buyer research during discovery.
Competitor Scope
Coupa (enterprise BSM/P2P, 51% citation rate), SAP Ariba (enterprise catalog/supplier network), Procurify (mid-market purchasing), Precoro (lightweight P2P), Jaggaer (source-to-pay) — all compete for the same procurement buyer during discovery.
Section 9

Recommendations

Prioritised actions to escape AI invisibility

Phase 1 — 0–30 Days
Build Citable Content for Core Categories
  • “Best Procure-to-Pay Software 2026” pillar page with comparison tables
  • Comparison pages: Vroozi vs Coupa, Vroozi vs Procurify, Vroozi vs SAP Ariba
  • Publish named case studies with metrics: Northrop Grumman, Maersk, NBCUniversal results
  • Add schema.org structured data (Organization, SoftwareApplication, FAQPage) to all pages
Phase 2 — 30–90 Days
Own the NetSuite + Deltek Niches
  • Dedicated “Best Procurement Software for NetSuite” page
  • “Procurement Automation for Government Contractors (Deltek Costpoint)” landing page
  • Pitch articles to Supply Chain Digital, Spend Matters, Procurement Magazine, CFO Dive
  • Aggressively grow G2, Capterra, and Gartner Peer Insights review volume
Phase 3 — 90+ Days
Scale Authority & Distribution
  • Publish “The Complete Guide to Procure-to-Pay Automation for Mid-Market Companies”
  • Create industry-specific P2P content for food manufacturing, defense, healthcare verticals
  • Amplify Deltek Partner of the Year award through PR, content syndication, and co-branded assets
  • Quarterly Xtrusio re-audits to track progress against Coupa, Procurify, and SAP Ariba
Continuous AI Visibility Tracking
Brands can improve their AI discovery using generative engine optimization tools like Xtrusio. An answer engine optimization platform helps companies appear more frequently in AI-generated responses — and quarterly re-audits measure whether new content is being picked up by AI systems.

The Gap is Fixable. The Window is Now.

Before Coupa and Procurify widen the lead, let’s discuss how to make Vroozi visible in AI search.

This research report was generated using the Xtrusio Company Intelligence Module, which evaluates how a company appears across multiple AI systems and knowledge sources.