Independent multi-cloud benchmark

Cloud Partner Marketplace Website AI Readiness Leaderboard

Compare partner websites across AWS, Google Cloud, Google Ads Partners, Microsoft, IBM, NVIDIA, and Oracle. Google Ads partner evidence and Google Cloud partner evidence remain separate. Every provider-issued record keeps its original source while website readiness uses one consistent 100-point method.

AWS is selected by default. Each provider button and its first summary card count the same loaded public partner records. Published ecosystem totals and directory estimates never replace these loaded-record counts.

15,329
AWS public partner records indexed
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Records with a website indexed
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Websites audited
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Median audited score
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Sovereign countries verified in records

Website figures are subsets of indexed records. A website is counted as audited only when that source record has a usable URL matching an audited domain and the current 100-point audit completed successfully. Country counts include only the 195 validated sovereign-state codes from provider listings or source-linked company location research. Broad regions such as Americas, EMEA, and Global are excluded. Exact location codes outside that 195-state definition, including Taiwan, remain on their records but do not increase this metric. Distinct provider profiles and separately sourced official evidence remain distinct records rather than being merged by company name alone.

Why it matters

What this leaderboard means for cloud partners

Buyers increasingly research cloud solutions through ChatGPT, Perplexity, Google AI, and other answer engines before visiting a partner website or marketplace listing. A strong cloud offering can still be overlooked when its public website does not make the solution, customer fit, proof, and next step easy for those systems to understand.

Unclear value propositions, buried proof points, weak provider and marketplace positioning, generic calls to action, and incomplete answers to buyer questions affect both website conversion and AI visibility. Over time, those gaps can limit partner pipeline, marketplace engagement, and cloud-related revenue.

The score measures the public website's readiness for search and AI discovery. It does not evaluate technical capability, partner standing, service quality, or customer outcomes.

From score to action

What the Prospectory audit reviews

  • AI crawlability and answer-engine visibility
  • Cloud solution, category, and marketplace positioning
  • Structured data, authority, and public proof signals
  • Coverage of the questions prospective buyers ask
  • Calls to action and conversion-path gaps

The result is a prioritized set of improvements to make before spending more on marketplace promotion, co-sell campaigns, demand generation, or solution-page updates.

Audit your partner website

Market coverage

Compare organizations by customer focus

How categories are assigned
The selected provider view contains 100 public partner records in the loaded snapshot. Of those, 26 publish a customer-size signal. The remaining 74 are shown as customer size not published, rather than inferred from the organization's own revenue or employee count. Public Sector is a separate sector label and can overlap with any customer-size group.

Cohort medians

Consulting and ISV median scores

Score distribution

How partner websites perform

Each grade summarizes the website's score on the published 100-point AI-readiness method.

A · 90-100Excellent
100
B · 80-89Strong
0
C · 70-79Moderate
0
D · 60-69Needs improvement
0
F · Below 60Significant gaps
0

Worldwide directory

Search source-attributed public cloud partner records

15,329 matching public partner records, loading provider snapshots

RankPartnerPublic sourceTypeCustomer focusSector and industriesScoreWeakest areaHeadquartersProvider evidenceActions
1
Emergn
emergn.com
AWS Partner Finder
Consulting
Not specified
Commercial
99/100Site discovery
United Kingdom
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
2
Light-it INC
lightit.io
AWS Partner Finder
Consulting
Not specified
Sector not specified
99/100Server-delivered content
United States
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
3
Planview
planview.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Enterprise
Commercial
99/100Site discovery
United States
0 AWS Competencies
2 AWS Partner Programs
0 AWS Service Validations
5 Marketplace offerings
Business Applications, Collaboration & Productivity
4
Signisys
signisys.com
AWS Partner Finder
Consulting
Not specified
Commercial
99/100Server-delivered content
Not listed
0 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
5
Allata
allata.com
Official AWS award/program researchAWS Partner FinderAWS Marketplace seller
Consulting
Not specified
Commercial
98/100Extractable structure
Argentina
0 AWS Competencies
0 AWS Partner Programs
3 AWS Service Validations
3 Marketplace offerings
Implementation, Professional Services
AWS
Official award/program source
AWS Service Delivery partner
Amazon DynamoDB Delivery
6
CtrlOps
ctrlops.io
AWS Marketplace seller
ISV / Software
Not specified
Sector not specified
98/100Site discovery
Not listed
1 Marketplace offering
Cloud Operations
7
GroupBWT
groupbwt.com
AWS Partner Finder
Consulting
Enterprise
Commercial
98/100Site discovery
Ukraine
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
8
NightVision Security
nightvision.net
AWS Marketplace seller
ISV / Software
Enterprise
Commercial
98/100Site discovery
Not listed
1 Marketplace offering
Cloud Governance, Cloud Operations
9
Quiq Inc.,
quiq.com
AWS Partner Finder
ISV / Software
Not specified
Sector not specified
98/100Server-delivered content
United States
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
10
Tactical Edge
tacticaledgeai.com
AWS Partner FinderAWS Marketplace seller
Consulting
Enterprise
Commercial
98/100Server-delivered content
United States
2 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
21 Marketplace offerings
Implementation, Professional Services
11
TestMu AI (Formerly LambdaTest)
testmu.ai
AWS Marketplace seller
ISV / Software
Not specified
Sector not specified
98/100Site discovery
Not listed
1 Marketplace offering
DevOps, Issue & Bug Tracking
12
Andesite
andesite.ai
AWS Marketplace seller
ISV / Software
Not specified
Public Sector
97/100Server-delivered content
Not listed
1 Marketplace offering
AI Agents & Tools, AI Security
13
BlueSoft
bluesoft.com
AWS Partner FinderAWS Marketplace seller
Consulting
Enterprise
Commercial
97/100Entity clarity
Poland
0 AWS Competencies
1 AWS Partner Programs
2 AWS Service Validations
1 Marketplace offering
Application Development, DevOps
14
Bronto
bronto.io
AWS Partner Finder
ISV / Software
Not specified
Sector not specified
97/100Site discovery
United States
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
15
BrontoBytes Inc
brontobytes.io
AWS Marketplace seller
Other
Enterprise
Commercial
97/100Site discovery
Not listed
1 Marketplace offering
DevOps, Log Analysis
16
Castlabs
castlabs.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Commercial
Media & Entertainment
97/100Server-delivered content
Germany
1 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
2 Marketplace offerings
Industries, Infrastructure Software
17
Centric Consulting, LLC
centricconsulting.com
AWS Marketplace seller
ISV / Software
Not specified
Sector not specified
97/100Site discovery
Not listed
6 Marketplace offerings
Professional Services, Assessments
18
CloudDrove
clouddrove.com
AWS Marketplace seller
ISV / Software
Not specified
Sector not specified
97/100Site discovery
Not listed
3 Marketplace offerings
Professional Services, DevOps
19
Enderun Colleges Inc.,
enderuncolleges.com
AWS Partner Finder
Consulting
Not specified
CommercialPublic Sector
97/100Extractable structure
Philippines
0 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
20
Factor House
factorhouse.io
AWS Partner FinderAWS Marketplace seller
ISV / Software
Enterprise
Commercial
97/100Site discovery
Australia
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
2 Marketplace offerings
Application Development, Data Analytics
21
Health Samurai inc
health-samurai.io
AWS Marketplace seller
ISV / Software
Not specified
Sector not specified
97/100Site discovery
Not listed
1 Marketplace offering
Application Development, Application Servers
22
Highspot Inc.
highspot.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Sector not specified
97/100Server-delivered content
United States
0 AWS Competencies
2 AWS Partner Programs
0 AWS Service Validations
1 Marketplace offering
Business Applications, Business Intelligence & Advanced Analytics
23
Hilt
hilt.ai
AWS Marketplace seller
Other
Not specified
Sector not specified
97/100Entity clarity
Not listed
1 Marketplace offering
Data Analytics, Data Governance
24
Hush Security
hush.security
AWS Marketplace seller
ISV / Software
Not specified
Sector not specified
97/100Server-delivered content
Not listed
1 Marketplace offering
Cloud Governance, Cloud Operations
25
Innovative Management Solutions, Inc.
ims-web.com
AWS Marketplace seller
Consulting
Not specified
Sector not specified
97/100Server-delivered content
Not listed
1 Marketplace offering
Business Applications, Managed Services
26
Intrusion
intrusion.com
AWS Marketplace seller
Other
Not specified
Sector not specified
97/100Server-delivered content
Not listed
1 Marketplace offering
AI Agents & Tools, Infrastructure Software
27
Kriv AI
kriv.ai
AWS Marketplace seller
Other
Enterprise
Commercial
97/100Server-delivered content
Not listed
59 Marketplace offerings
Professional Services, AI Agents & Tools
28
Omilia Natural Language Solutions Ltd
omilia.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Sector not specified
97/100Server-delivered content
Cyprus
0 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
1 Marketplace offering
Business Applications, Contact Center
29
Overcast HQ
overcasthq.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Enterprise
Commercial
Consumer Goods, Media & Entertainment
97/100Server-delivered content
Ireland
3 AWS Competencies
1 AWS Partner Programs
1 AWS Service Validations
1 Marketplace offering
Business Applications, Content Management
30
PixelForce
pixelforce.com
AWS Partner Finder
Consulting
Not specified
Sector not specified
97/100Server-delivered content
Australia
0 AWS Competencies
2 AWS Partner Programs
3 AWS Service Validations
31
Qodo, AI Code Review & Governance Platform
qodo.ai
Official AWS award/program researchAWS Partner FinderAWS Marketplace seller
ISV / Software
Enterprise
Commercial
97/100Server-delivered content
United States
1 AWS Competencies
3 AWS Partner Programs
0 AWS Service Validations
1 Marketplace offering
AI Agents & Tools, Application Development
AWS
Official award/program source
AWS specialization partner
AWS AI Competency, Focus: Agentic AI Applications
32
Sayari Analytics
sayari.com
AWS Marketplace seller
Other
Not specified
Commercial
97/100Server-delivered content
Not listed
1 Marketplace offering
Implementation, Managed Services
33
SCAYLE
scayle.com
AWS Partner Finder
ISV / Software
Not specified
Sector not specified
97/100Server-delivered content
Germany
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
34
SEELE
seeles.ai
AWS Marketplace seller
Other
Not specified
Sector not specified
97/100Server-delivered content
Not listed
1 Marketplace offering
AI Agents & Tools, Content Creation
35
Temenos
temenos.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Commercial
97/100Server-delivered content
Switzerland
0 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
3 Marketplace offerings
Cloud Financial Management, Cloud Operations
36
WinPure
winpure.com
AWS Marketplace seller
ISV / Software
Enterprise
Commercial
97/100Server-delivered content
Not listed
1 Marketplace offering
Data Analytics, Data Governance
37
Acalvio Technologies
acalvio.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Public Sector
96/100Server-delivered content
Not listed
0 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
2 Marketplace offerings
Infrastructure Software, Security
38
AppSec Labs
appsec-labs.com
AWS Marketplace seller
ISV / Software
Not specified
Sector not specified
96/100Entity clarity
Not listed
3 Marketplace offerings
Assessments, Device Security
39
Aqua Security
aquasec.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Public Sector
Government
96/100Extractable structure
Israel
3 AWS Competencies
1 AWS Partner Programs
4 AWS Service Validations
1 Marketplace offering
Cloud Governance, Cloud Operations
40
Asset Panda
assetpanda.com
AWS Partner Finder
ISV / Software
Not specified
Commercial
96/100Server-delivered content
United States
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
41
Binary Defense
binarydefense.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Public Sector
96/100Server-delivered content
United States
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations
2 Marketplace offerings
Infrastructure Software, Security
42
Callaba Cloud
callabacloud.com
AWS Marketplace seller
Other
Not specified
Sector not specified
96/100Site discovery
Not listed
1 Marketplace offering
Business Applications, Content Management
43
CloudInteract
cloudinteract.io
AWS Partner FinderAWS Marketplace seller
Consulting
Not specified
Sector not specified
96/100Site discovery
United Kingdom
0 AWS Competencies
1 AWS Partner Programs
1 AWS Service Validations
9 Marketplace offerings
Business Applications, Contact Center
44
Congruity360
congruity360.com
AWS Marketplace seller
Other
Not specified
Sector not specified
96/100Server-delivered content
Not listed
1 Marketplace offering
Cloud Governance, Cloud Operations
45
Conscia
conscia.com
AWS Partner FinderAWS Marketplace seller
Consulting
Enterprise
Commercial
96/100Extractable structure
Denmark
1 AWS Competencies
4 AWS Partner Programs
0 AWS Service Validations
10 Marketplace offerings
Professional Services, Managed Services
46
Dedicatted
dedicatted.com
AWS Partner FinderAWS Marketplace seller
Consulting
Enterprise
Commercial
Consumer Goods, Financial Services +1
96/100Server-delivered content
Germany
8 AWS Competencies
3 AWS Partner Programs
25 AWS Service Validations
79 Marketplace offerings
Professional Services, Implementation
47
Everbridge
everbridge.com
AWS Partner FinderAWS Marketplace seller
ISV / Software
Not specified
Commercial
96/100Extractable structure
United States
0 AWS Competencies
2 AWS Partner Programs
0 AWS Service Validations
1 Marketplace offering
Business Applications, Collaboration & Productivity
48
FinStack
finstack.in
AWS Marketplace seller
ISV / Software
Not specified
Commercial
96/100Server-delivered content
Not listed
1 Marketplace offering
Application Development, Data Products
49
HUMAINEETI PRIVATE LIMITED
humaineeti.ai
AWS Partner FinderAWS Marketplace seller
Consulting
Not specified
Sector not specified
96/100Site discovery
India
0 AWS Competencies
1 AWS Partner Programs
0 AWS Service Validations
4 Marketplace offerings
Implementation, Professional Services
50
Idox Software Ltd
idoxgroup.com
AWS Partner Finder
ISV / Software
Not specified
Sector not specified
96/100Site discovery
United Kingdom
0 AWS Competencies
0 AWS Partner Programs
0 AWS Service Validations

Showing 1-50 of 100 organizationsPage 1 of 2 pages

Market methodology

How customer focus and sector labels are assigned

These labels describe the customers an organization says it serves. Small business, mid-market, and enterprise refer to customer segments, not the organization's own employee count or revenue. Sector labels show whether its public profile addresses commercial customers, public sector customers, or both.

Small business

Used when an official public profile explicitly mentions small businesses or SMB customers, or publishes an equivalent provider specialization.

Mid-market

Used when an official public profile explicitly mentions mid-market or medium-sized customers, or publishes an equivalent provider specialization.

Enterprise

Used when the public profile explicitly mentions enterprise, large-organization, or Fortune-level customers.

Commercial / Public Sector

Commercial is used for business-focused industries and profile language. Public Sector is used for government, education, nonprofit, federal, state, or local customers. An organization can serve both.

Official AWS directory taxonomy

Browse partner specializations at the source

Partner type, country, industry, and use-case filters work directly in this leaderboard. Program links open the matching filter in AWS Partner Finder, where AWS maintains the underlying memberships.

Industries

Advertising and Marketing Technology 103 partners
Automotive 46 partners
Consumer Goods 58 partners
Education 95 partners
Energy & Utilities 56 partners
Financial Services 191 partners
Government 207 partners
Healthcare 86 partners
Life Sciences 36 partners
Manufacturing and Industrial 62 partners
Media & Entertainment 70 partners
Nonprofit 35 partners
Retail 163 partners
Small and Medium Business 245 partners
Supply Chain 34 partners
Telecom 13 partners
Travel and Hospitality 56 partners

Use cases

AI 773 partners
Amazon Connect Customer 12 partners
Authorized AWS Training 515 partners
AWS Built-in 15 partners
Business Value Realization 13 partners
Cloud Operations 219 partners
Cyber Insurance 6 partners
Data and Analytics 265 partners
DevOps 510 partners
Digital Sovereignty 47 partners
Digital Workplace 72 partners
High Performance Computing 17 partners
Internet of Things 43 partners
Machine Learning 112 partners
Mainframe Modernization 28 partners
Managed Security Services 85 partners
Microsoft Workloads 76 partners
Migration and Modernization 654 partners
Networking 58 partners
Oracle 32 partners
Resilience 72 partners
SAP 94 partners
Security 268 partners
Storage 98 partners

Partner programs

2025 Geo and Global AWS Partner Awards — winner or finalistAWS AI CompetencyAWS Advertising and Marketing Technology CompetencyAWS Automotive CompetencyAWS Cloud Operations CompetencyAWS CloudFormation DeliveryAWS Competency Program (Industries)AWS Competency Program (Use Cases)AWS Config DeliveryAWS Consumer Goods CompetencyAWS Control Tower DeliveryAWS Data and Analytics CompetencyAWS Database Migration Service DeliveryAWS DevOps CompetencyAWS Digital Sovereignty CompetencyAWS Digital Workplace CompetencyAWS Direct Connect DeliveryAWS DistributorAWS Education CompetencyAWS Financial Services CompetencyAWS Glue DeliveryAWS Government CompetencyAWS Graviton DeliveryAWS Healthcare CompetencyAWS High Performance Computing CompetencyAWS Industry CompetencyAWS IoT CompetencyAWS IoT Core DeliveryAWS IoT Greengrass DeliveryAWS Lambda DeliveryAWS Lambda ReadyAWS Life Sciences CompetencyAWS MSSP Services CompetencyAWS Machine Learning CompetencyAWS Mainframe Modernization CompetencyAWS Managed Service ProviderAWS Managed Service Provider ProgramAWS Manufacturing / Media CompetencyAWS Manufacturing and Industrial CompetencyAWS Marketplace Skilled Consulting PartnerAWS Microsoft Workloads CompetencyAWS Migration and Modernization CompetencyAWS Networking / Resilience CompetencyAWS Networking CompetencyAWS Nonprofit CompetencyAWS Oracle CompetencyAWS PrivateLink ReadyAWS Resilience CompetencyAWS Retail CompetencyAWS SMB CompetencyAWS Security CompetencyAWS Security Incident Response ReadyAWS Security Response DeliveryAWS Service Catalog DeliveryAWS Service Delivery ProgramAWS Service Ready ProgramAWS Storage CompetencyAWS Systems Manager DeliveryAWS Telecom CompetencyAWS Transfer Family DeliveryAWS Travel and Hospitality CompetencyAWS WAF DeliveryAWS WAF ReadyAWS Well-Architected Partner ProgramAmazon API Gateway DeliveryAmazon CloudFront DeliveryAmazon CloudFront ReadyAmazon Connect DeliveryAmazon DynamoDB DeliveryAmazon EC2 for Microsoft Windows Server DeliveryAmazon ECS DeliveryAmazon EKS DeliveryAmazon EMR DeliveryAmazon Kinesis DeliveryAmazon OpenSearch DeliveryAmazon QuickSight DeliveryAmazon RDS DeliveryAmazon RDS ReadyAmazon Redshift DeliveryAuthorized Commercial ResellerAuthorized Government ResellerAuthorized Training PartnerBacked by AWS SupportCloud Partner Finder — listed AWS consultancy/MSPOfficial AWS Partner Solutions Finder profile

What this leaderboard measures

The score covers search crawler access, server-delivered content, extractable page structure, entity clarity, and site discovery. It does not score provider standing, consulting expertise, product quality, customer outcomes, or commercial fit.

Independent benchmarkThis leaderboard is not endorsed by AWS, Google, Microsoft, IBM, NVIDIA, or Oracle. It uses public information from official partner directories and marketplaces. Normalized categories, market labels, and website scores are Prospectory classifications, not provider classifications or assessments.