Kingy AI
Subscribe, 2.1M subscribersWork with Kingy
AI News

AI Distribution Atlas

Kingy distribution intelligence

Where AI products can be found, accessed, integrated and bought

A bounded, unranked cohort with every public evidence-backed check attached to its source. Expand a product to inspect route-by-route support, constraints and review dates.

10products in this cohort
225public evidence-backed checks
195verified checks
110distinct source URLs

Method and freshness

Evidence boundary. Only checks with a retained public source are shown. Source-free or unknown checks are omitted; omission is not evidence that a route is unavailable.

Freshness. Every check shows when it was observed and, where defined, when it must be reviewed. A product is Current when none of its displayed checks is stale. It is Review due when at least one displayed check is stale or past its claim-level review date.

Interpretation. Products are not scored or ranked. “Limited” means a route exists with documented constraints. “Claimed” means evidence was found but current operation was not fully verified. “Unavailable” is used only when a source explicitly supports that state.

Source health. All 110 source slots were checked through . 109 have a healthy original or validated same-owner replacement transport; one access-controlled independent-review source remains research-only. A fetch failure never changes a product route to unavailable.

Snapshot. Evidence was observed . This local candidate was generated from methodology v1.0.

VerifiedSupported without a recorded route constraint
LimitedSupported with plan, platform or workflow constraints
ClaimedEvidence exists; current operation needs review
UnavailableExplicitly supported as unavailable

10-product validation cohort

Evidence by product and route

195 verified, 28 limited, 1 claimed and 1 explicitly unavailable checks. Otter.ai has a review-due claim.

Apollo.io

AI sales platform · Global / plan-dependent

Discovery 4Machine access 4Availability 6Integrations 5Commercial readiness 5
22 verified Current
Observed
Next source review
Public evidence-backed checks24
Methodologyv1.0
1 limited1 unavailable

Route family

Discovery

4 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

4 verified

H1 Canonical, indexable product page
Verified

Canonical public product site.

Observed Review by
H2 Searchable official marketplace listings
Verified

Public integration marketplace and browser-extension route.

Observed Review by
H3 Independent creator/editorial coverage
Verified

Qualified independent user-review coverage.

Observed Review by
H6 Public where-to-use or install page
Verified

Public integration catalog.

Observed Review by

Route family

Machine access

4 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

4 verified

M3 Stable public documentation
Verified

Public developer documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Official MCP and OpenAPI surfaces.

Observed Review by
M6 Machine-readable access terms
Verified

Public pricing and API access terms.

Observed Review by
M7 Registry and catalog presence
Verified

Public integration registry.

Observed Review by

Route family

Availability

6 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

4 verified · 2 constrained or claimed

P_WEB Web app
Verified

Public web SaaS.

Observed Review by
P_ANDROID Android
Limited

Android mobile app has feature constraints relative to desktop.

Constraints: Mobile feature set differs from web

Observed Review by
P_EXTENSION Browser extension
Verified

Official Chrome extension.

Observed Review by
P_API API
Verified

Documented public API.

Observed Review by
P_CHATGPT ChatGPT app
Verified

Official ChatGPT integration.

Observed Review by

Route family

Integrations

5 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

5 verified

I_MCP MCP server
Verified

Official Apollo MCP server.

Observed Review by
I_SLACK Slack
Verified

Official Slack integration.

Observed Review by
I_ZAPIER Zapier
Verified

Official Zapier integration.

Observed Review by
I_SALESFORCE Salesforce
Verified

Official Salesforce integration.

Observed Review by
I_HUBSPOT HubSpot
Verified

Official HubSpot integration.

Observed Review by

Route family

Commercial readiness

5 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

5 verified

C1 Public pricing and plan limits
Verified

Public pricing and limits.

Observed Review by
C2 Self-serve signup, trial, or provisioning
Verified

Public free and self-serve access.

Observed Review by
C6 Reliability and support
Verified

Public support knowledge base.

Observed Review by
C9 Public affiliate or referral program
Verified

Public affiliate program and terms.

Observed Review by
C10 Transactable marketplace or partner listing
Verified

Public integrations marketplace.

Observed Review by

Avoma

AI note taker · Global / plan-dependent

Discovery 4Machine access 4Availability 8Integrations 5Commercial readiness 6
23 verified Current
Observed
Next source review
Public evidence-backed checks27
Methodologyv1.0
4 limited

Route family

Discovery

4 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

3 verified · 1 constrained or claimed

H1 Canonical, indexable product page
Verified

Canonical public product site.

Observed Review by
H2 Searchable official marketplace listings
Limited

A Chrome Web Store listing is verified.

Constraints: Chrome Web Store route only

Observed Review by
H6 Public where-to-use or install page
Verified

Public integration directory.

Observed Review by

Route family

Machine access

4 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

4 verified

M3 Stable public documentation
Verified

Stable public API and integration documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Official MCP connector is documented.

Observed Review by
M6 Machine-readable access terms
Verified

Public pricing and plan access terms.

Observed Review by
M7 Registry and catalog presence
Verified

Public integration registry.

Observed Review by

Route family

Availability

8 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

6 verified · 2 constrained or claimed

P_WEB Web app
Verified

Browser-accessible SaaS product.

Observed Review by
P_IOS iOS
Verified

Official iOS download route.

Observed Review by
P_ANDROID Android
Verified

Official Android download route.

Observed Review by
P_MAC macOS
Verified

Official macOS desktop app.

Observed Review by
P_WINDOWS Windows
Verified

Official Windows desktop app.

Observed Review by
P_EXTENSION Browser extension
Verified

Chrome Web Store extension.

Observed Review by
P_API API
Limited

API and webhooks are documented with plan/access constraints.

Constraints: Authentication and eligible account required

Observed Review by
P_CHATGPT ChatGPT app
Limited

Avoma MCP can be added to ChatGPT with admin and plan constraints.

Constraints: Compatible ChatGPT workspace and connector permissions

Observed Review by

Route family

Integrations

5 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

4 verified · 1 constrained or claimed

I_MCP MCP server
Verified

Official MCP platform route.

Observed Review by
I_SLACK Slack
Verified

Official Slack integration.

Observed Review by
I_ZAPIER Zapier
Verified

Qualified Zapier integration route.

Observed Review by
I_SALESFORCE Salesforce
Limited

Salesforce integration requires configuration and eligible access.

Constraints: Salesforce permissions; Eligible Avoma workspace

Observed Review by
I_WEBHOOKS Webhooks
Verified

Official webhook support.

Observed Review by

Route family

Commercial readiness

6 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

6 verified

C1 Public pricing and plan limits
Verified

Public pricing and limits.

Observed Review by
C2 Self-serve signup, trial, or provisioning
Verified

Self-serve product access is public.

Observed Review by
C4 Legal and data terms
Verified

Public security and data terms.

Observed Review by
C5 Security and compliance evidence
Verified

Security and compliance evidence is public.

Observed Review by
C6 Reliability and support
Verified

Public support documentation.

Observed Review by
C9 Public affiliate or referral program
Verified

Public referral program.

Observed Review by

Fireflies.ai

AI note taker · Global / plan-dependent

Discovery 4Machine access 4Availability 5Integrations 4Commercial readiness 7
20 verified Current
Observed
Next source review
Public evidence-backed checks24
Methodologyv1.0
4 limited

Route family

Discovery

4 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

3 verified · 1 constrained or claimed

H1 Canonical, indexable product page
Verified

Fireflies maintains a canonical public product site.

Observed Review by
H2 Searchable official marketplace listings
Limited

A public Chrome extension listing is verified; this does not establish every marketplace.

Constraints: Chrome Web Store route only

Observed Review by
H3 Independent creator/editorial coverage
Verified

Fireflies appears in qualified independent editorial coverage.

Observed Review by
H6 Public where-to-use or install page
Verified

A public integration catalog explains where Fireflies can be used.

Observed Review by

Route family

Machine access

4 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

4 verified

M3 Stable public documentation
Verified

Stable public product and developer documentation is available.

Observed Review by
M4 Machine-readable capability descriptor
Verified

The official MCP server publishes machine-readable tools.

Observed Review by
M6 Machine-readable access terms
Verified

Pricing and access tiers are public.

Observed Review by
M7 Registry and catalog presence
Verified

Fireflies exposes a public integration catalog.

Observed Review by

Route family

Availability

5 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

4 verified · 1 constrained or claimed

P_WEB Web app
Verified

Browser-accessible SaaS product.

Observed Review by
P_IOS iOS
Verified

The official mobile product supports iOS.

Observed Review by
P_ANDROID Android
Verified

The official mobile product supports Android.

Observed Review by
P_EXTENSION Browser extension
Verified

Official Chrome extension.

Observed Review by
P_API API
Limited

API access is documented for Business-tier users.

Constraints: Business plan access

Observed Review by

Route family

Integrations

4 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

3 verified · 1 constrained or claimed

I_MCP MCP server
Verified

Official remote MCP server with documented tools.

Observed Review by
I_SLACK Slack
Verified

Official Slack integration.

Observed Review by
I_ZAPIER Zapier
Verified

Zapier is listed in the official integration catalog.

Observed Review by
I_SALESFORCE Salesforce
Limited

Salesforce integration exists with plan and configuration constraints.

Constraints: Eligible Fireflies plan; Salesforce permissions and configuration required

Observed Review by

Route family

Commercial readiness

7 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

6 verified · 1 constrained or claimed

C1 Public pricing and plan limits
Verified

Public pricing and feature tiers.

Observed Review by
C2 Self-serve signup, trial, or provisioning
Verified

Self-serve signup is publicly available.

Observed Review by
C5 Security and compliance evidence
Verified

Public security and compliance evidence.

Observed Review by
C6 Reliability and support
Verified

Public support knowledge base.

Observed Review by
C7 Administration and deployment
Limited

Business-tier administration is documented.

Constraints: Business plan

Observed Review by
C9 Public affiliate or referral program
Verified

Public partnership and referral route.

Observed Review by

FLUX.2 [klein] 4B

Open image model · License-governed global use

Discovery 3Machine access 5Availability 5Integrations 1Commercial readiness 5
15 verified Current
Observed
Next source review
Public evidence-backed checks19
Methodologyv1.0
4 limited

Route family

Discovery

3 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

3 verified

H1 Canonical, indexable product page
Verified

Official public model card.

Observed Review by
H2 Searchable official marketplace listings
Verified

Searchable official Hugging Face listing.

Observed Review by
H6 Public where-to-use or install page
Verified

Model card exposes download, license, and use routes.

Observed Review by

Route family

Machine access

5 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

5 verified

M3 Stable public documentation
Verified

Official repository and model documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Model card and repository provide machine-resolvable identifiers and configs.

Observed Review by
M5 Stable identifiers and versioning
Verified

Stable model identifier and repository history.

Observed Review by
M6 Machine-readable access terms
Verified

Apache-2.0 license is attached to the official model.

Observed Review by
M7 Registry and catalog presence
Verified

Official Hugging Face registry presence.

Observed Review by

Route family

Availability

5 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

3 verified · 2 constrained or claimed

P_WEIGHTS Open weights
Verified

Official Apache-2.0 model weights.

Observed Review by
P_HF Official Hugging Face repository
Verified

Official Hugging Face repository.

Observed Review by
P_VLLM vLLM
Limited

Supported through the separate vLLM-Omni multimodal runtime path.

Constraints: vLLM-Omni project; Model/runtime compatibility must be checked

Observed Review by

Route family

Integrations

1 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

1 verified

I_SDK Maintained SDK
Verified

Official reference implementation.

Observed Review by

Route family

Commercial readiness

5 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

3 verified · 2 constrained or claimed

C2 Self-serve signup, trial, or provisioning
Verified

Weights can be accessed from the official repository.

Observed Review by
C4 Legal and data terms
Verified

Apache-2.0 license terms are explicit.

Observed Review by
C6 Reliability and support
Limited

Public repository issues and documentation provide community support, without SaaS SLA.

Constraints: No hosted-service SLA inferred

Observed Review by
C7 Administration and deployment
Verified

Reference deployment instructions are public.

Observed Review by
C8 Geographic and usage availability disclosure
Limited

License governs broad use; users remain responsible for applicable law and runtime availability.

Constraints: License and local law apply

Observed Review by

HubSpot Sales Hub + Breeze

AI sales platform · Global / plan and feature-dependent

Discovery 4Machine access 5Availability 6Integrations 7Commercial readiness 5
26 verified Current
Observed
Next source review
Public evidence-backed checks27
Methodologyv1.0
1 limited

Route family

Discovery

4 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

4 verified

H1 Canonical, indexable product page
Verified

Canonical sales product site.

Observed Review by
H2 Searchable official marketplace listings
Verified

Public HubSpot App Marketplace.

Observed Review by
H3 Independent creator/editorial coverage
Verified

Qualified independent editorial coverage.

Observed Review by
H6 Public where-to-use or install page
Verified

Public integration marketplace.

Observed Review by

Route family

Machine access

5 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

5 verified

M3 Stable public documentation
Verified

Stable public developer documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Official generally available remote MCP server.

Observed Review by
M6 Machine-readable access terms
Verified

Public product plan and access terms.

Observed Review by
M8 Changelog and release metadata
Verified

Public developer changelog.

Observed Review by

Route family

Availability

6 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

5 verified · 1 constrained or claimed

P_WEB Web app
Verified

Public web SaaS.

Observed Review by
P_IOS iOS
Verified

Official mobile app for iOS.

Observed Review by
P_ANDROID Android
Verified

Official mobile app for Android.

Observed Review by
P_EXTENSION Browser extension
Verified

Official sales browser extension.

Observed Review by
P_API API
Verified

Public developer APIs.

Observed Review by
P_CHATGPT ChatGPT app
Limited

ChatGPT connector exists with account, plan, and workspace constraints.

Constraints: Connector availability and permissions vary

Observed Review by

Route family

Integrations

7 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

7 verified

I_MCP MCP server
Verified

Official GA remote MCP server.

Observed Review by
I_SLACK Slack
Verified

Official Slack marketplace integration.

Observed Review by
I_TEAMS Microsoft Teams
Verified

Official Microsoft Teams marketplace integration.

Observed Review by
I_ZAPIER Zapier
Verified

Official marketplace Zapier integration.

Observed Review by
I_MAKE Make
Verified

Make connector is listed in HubSpot marketplace.

Observed Review by
I_SALESFORCE Salesforce
Verified

Official Salesforce marketplace integration.

Observed Review by

Route family

Commercial readiness

5 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

5 verified

C1 Public pricing and plan limits
Verified

Public plan information.

Observed Review by
C2 Self-serve signup, trial, or provisioning
Verified

Self-serve and free access routes.

Observed Review by
C6 Reliability and support
Verified

Public knowledge base and developer support.

Observed Review by
C9 Public affiliate or referral program
Verified

Public affiliate program.

Observed Review by

Otter.ai

AI note taker · Global / plan-dependent

Discovery 3Machine access 4Availability 7Integrations 4Commercial readiness 6
21 verified Review due
Observed
Next source reviewNow
Public evidence-backed checks24
Methodologyv1.0
2 limited1 claimed

Route family

Discovery

3 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

3 verified

H1 Canonical, indexable product page
Verified

Canonical product and pricing site.

Observed Review by
H6 Public where-to-use or install page
Verified

Public integrations directory.

Observed Review by

Route family

Machine access

4 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

4 verified

M3 Stable public documentation
Verified

Public stable support and API documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Official MCP server is documented.

Observed Review by
M6 Machine-readable access terms
Verified

Public plan and feature terms.

Observed Review by
M7 Registry and catalog presence
Verified

Public integration registry.

Observed Review by

Route family

Availability

7 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

6 verified · 1 constrained or claimed

P_WEB Web app
Verified

Web app is public.

Observed Review by
P_IOS iOS
Verified

iOS app availability is represented in product plans.

Observed Review by
P_ANDROID Android
Verified

Android app availability is represented in product plans.

Observed Review by
P_MAC macOS
Verified

Official macOS desktop app.

Observed Review by
P_WINDOWS Windows
Verified

Official Windows desktop app.

Observed Review by
P_API API
Limited

API availability is restricted to Enterprise accounts.

Constraints: Enterprise plan; Not an unrestricted open API

Observed Review by

Route family

Integrations

4 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

3 verified · 1 constrained or claimed

I_MCP MCP server
Verified

Official Otter MCP server.

Observed Review by
I_SLACK Slack
Verified

Official Slack integration.

Observed Review by
I_ZAPIER Zapier
Verified

Zapier integration appears in the official catalog.

Observed Review by
I_SALESFORCE Salesforce
Limited

Salesforce integration has plan and setup constraints.

Constraints: Eligible plan; Salesforce configuration

Observed Review by

Route family

Commercial readiness

6 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

5 verified · 1 constrained or claimed

C1 Public pricing and plan limits
Verified

Public pricing and plan limits.

Observed Review by
C2 Self-serve signup, trial, or provisioning
Verified

Public self-serve signup and free tier.

Observed Review by
C4 Legal and data terms
Verified

Public privacy and security terms.

Observed Review by
C5 Security and compliance evidence
Verified

Public security controls and practices.

Observed Review by
C6 Reliability and support
Verified

Public help center and support documentation.

Observed Review by
C9 Public affiliate or referral program
Review due

A legacy affiliate page is discoverable, but current program operation was not verified.

Observed Review overdue

Qwen-Image-2512

Open image model · License-governed global use

Discovery 3Machine access 5Availability 3Integrations 1Commercial readiness 5
14 verified Current
Observed
Next source review
Public evidence-backed checks17
Methodologyv1.0
3 limited

Route family

Discovery

3 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

3 verified

H1 Canonical, indexable product page
Verified

Official public model card.

Observed Review by
H2 Searchable official marketplace listings
Verified

Searchable official Hugging Face listing.

Observed Review by
H6 Public where-to-use or install page
Verified

Model card provides how-to-use instructions.

Observed Review by

Route family

Machine access

5 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

5 verified

M3 Stable public documentation
Verified

Official code and model documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Machine-resolvable model ID and config files.

Observed Review by
M5 Stable identifiers and versioning
Verified

Stable versioned model identity.

Observed Review by
M6 Machine-readable access terms
Verified

Apache-2.0 license is explicit.

Observed Review by
M7 Registry and catalog presence
Verified

Official registry presence.

Observed Review by

Route family

Availability

3 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

2 verified · 1 constrained or claimed

P_WEIGHTS Open weights
Verified

Official Apache-2.0 weights.

Observed Review by
P_HF Official Hugging Face repository
Verified

Official Hugging Face repository.

Observed Review by
P_VLLM vLLM
Limited

vLLM recipe is published for Qwen-Image through the multimodal runtime path.

Constraints: Follow current vLLM recipe and supported hardware

Observed Review by

Route family

Integrations

1 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

1 verified

Route family

Commercial readiness

5 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

3 verified · 2 constrained or claimed

C2 Self-serve signup, trial, or provisioning
Verified

Direct access through official model repository.

Observed Review by
C4 Legal and data terms
Verified

Explicit Apache-2.0 terms.

Observed Review by
C6 Reliability and support
Limited

Repository support without hosted SLA.

Constraints: No hosted-service SLA inferred

Observed Review by
C7 Administration and deployment
Verified

Local deployment instructions are public.

Observed Review by
C8 Geographic and usage availability disclosure
Limited

License-governed access; local law remains applicable.

Constraints: License and local law apply

Observed Review by

Read AI

AI note taker · Global / plan-dependent

Discovery 3Machine access 4Availability 7Integrations 3Commercial readiness 5
18 verified Current
Observed
Next source review
Public evidence-backed checks22
Methodologyv1.0
4 limited

Route family

Discovery

3 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

3 verified

H1 Canonical, indexable product page
Verified

Canonical public product and pricing surfaces.

Observed Review by
H6 Public where-to-use or install page
Verified

Public integration directory.

Observed Review by

Route family

Machine access

4 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

3 verified · 1 constrained or claimed

M3 Stable public documentation
Verified

Public API and MCP documentation.

Observed Review by
M4 Machine-readable capability descriptor
Limited

API and MCP are documented as open beta surfaces.

Constraints: Open beta; behavior and access may change

Observed Review by
M6 Machine-readable access terms
Verified

Public plan and access terms.

Observed Review by
M7 Registry and catalog presence
Verified

Public integrations registry.

Observed Review by

Route family

Availability

7 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

6 verified · 1 constrained or claimed

P_WEB Web app
Verified

Web SaaS product.

Observed Review by
P_IOS iOS
Verified

Mobile app route listed in official integrations.

Observed Review by
P_ANDROID Android
Verified

Mobile app route listed in official integrations.

Observed Review by
P_MAC macOS
Verified

Official macOS app route.

Observed Review by
P_WINDOWS Windows
Verified

Official Windows app route.

Observed Review by
P_EXTENSION Browser extension
Verified

Official Chrome extension route.

Observed Review by
P_API API
Limited

REST API is in open beta.

Constraints: Open beta

Observed Review by

Route family

Integrations

3 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

1 verified · 2 constrained or claimed

I_MCP MCP server
Limited

Official MCP server is in open beta.

Constraints: Open beta

Observed Review by
I_SLACK Slack
Verified

Official Slack integration.

Observed Review by
I_SALESFORCE Salesforce
Limited

Salesforce integration exists with account and setup constraints.

Constraints: Eligible account; Salesforce authorization

Observed Review by

Route family

Commercial readiness

5 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

5 verified

C1 Public pricing and plan limits
Verified

Public pricing and feature limits.

Observed Review by
C2 Self-serve signup, trial, or provisioning
Verified

Public self-serve access.

Observed Review by
C4 Legal and data terms
Verified

Public privacy and data terms.

Observed Review by
C5 Security and compliance evidence
Verified

Security and privacy disclosures are public.

Observed Review by
C6 Reliability and support
Verified

Public support center.

Observed Review by

Z-Image-Turbo

Open image model · License-governed global use

Discovery 3Machine access 5Availability 4Integrations 1Commercial readiness 5
14 verified Current
Observed
Next source review
Public evidence-backed checks18
Methodologyv1.0
4 limited

Route family

Discovery

3 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

3 verified

H1 Canonical, indexable product page
Verified

Official public model card.

Observed Review by
H2 Searchable official marketplace listings
Verified

Searchable official Hugging Face listing.

Observed Review by
H6 Public where-to-use or install page
Verified

Model card publishes how-to-run instructions.

Observed Review by

Route family

Machine access

5 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

5 verified

M3 Stable public documentation
Verified

Official repository and model documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Stable model ID and machine-readable config files.

Observed Review by
M5 Stable identifiers and versioning
Verified

Stable official model identifier.

Observed Review by
M6 Machine-readable access terms
Verified

Apache-2.0 license is explicit.

Observed Review by
M7 Registry and catalog presence
Verified

Official model registry presence.

Observed Review by

Route family

Availability

4 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

2 verified · 2 constrained or claimed

P_WEIGHTS Open weights
Verified

Official Apache-2.0 weights.

Observed Review by
P_HF Official Hugging Face repository
Verified

Official Hugging Face repository.

Observed Review by
P_VLLM vLLM
Limited

Text-to-image support routes through vLLM-Omni.

Constraints: vLLM-Omni project

Observed Review by

Route family

Integrations

1 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

1 verified

I_SDK Maintained SDK
Verified

Official reference implementation.

Observed Review by

Route family

Commercial readiness

5 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

3 verified · 2 constrained or claimed

C2 Self-serve signup, trial, or provisioning
Verified

Direct model repository access.

Observed Review by
C4 Legal and data terms
Verified

Explicit Apache-2.0 license.

Observed Review by
C6 Reliability and support
Limited

Repository support without a hosted-service SLA.

Constraints: No SLA inferred

Observed Review by
C7 Administration and deployment
Verified

Local deployment instructions are public.

Observed Review by
C8 Geographic and usage availability disclosure
Limited

License-governed access; users remain responsible for local law.

Constraints: License and local law apply

Observed Review by

Zoho CRM + Zia

AI sales platform · Global / plan-dependent

Discovery 4Machine access 4Availability 4Integrations 6Commercial readiness 5
22 verified Current
Observed
Next source review
Public evidence-backed checks23
Methodologyv1.0
1 limited

Route family

Discovery

4 evidenced

Public product pages, marketplace listings, editorial coverage and findability.

4 verified

H1 Canonical, indexable product page
Verified

Canonical public AI product surface.

Observed Review by
H2 Searchable official marketplace listings
Verified

Public Zoho Marketplace.

Observed Review by
H3 Independent creator/editorial coverage
Verified

Qualified independent editorial review.

Observed Review by
H6 Public where-to-use or install page
Verified

Public marketplace and developer directory.

Observed Review by

Route family

Machine access

4 evidenced

Documentation, structured metadata, stable identifiers, registries and changelogs.

4 verified

M3 Stable public documentation
Verified

Public developer documentation.

Observed Review by
M4 Machine-readable capability descriptor
Verified

Four official CRM MCP servers are documented.

Observed Review by
M6 Machine-readable access terms
Verified

Public pricing and access terms.

Observed Review by
M7 Registry and catalog presence
Verified

Public marketplace registry.

Observed Review by

Route family

Availability

4 evidenced

Web, mobile, desktop, extensions, APIs, hosted apps and open-model runtimes.

4 verified

P_WEB Web app
Verified

Web CRM product.

Observed Review by
P_IOS iOS
Verified

Official CRM mobile app for iOS.

Observed Review by
P_ANDROID Android
Verified

Official CRM mobile app for Android.

Observed Review by
P_API API
Verified

Public CRM developer API.

Observed Review by

Route family

Integrations

6 evidenced

MCP, collaboration tools, automation systems, business platforms, webhooks and SDKs.

6 verified

I_MCP MCP server
Verified

Official CRM MCP servers.

Observed Review by
I_SLACK Slack
Verified

Official marketplace Slack integration.

Observed Review by
I_TEAMS Microsoft Teams
Verified

Official Microsoft Teams integration.

Observed Review by
I_ZAPIER Zapier
Verified

Zapier integration listing.

Observed Review by
I_MAKE Make
Verified

Make integration listing.

Observed Review by
I_N8N n8n
Verified

n8n integration listing.

Observed Review by

Route family

Commercial readiness

5 evidenced

Pricing, procurement, legal, security, reliability, deployment, geography and referral routes.

4 verified · 1 constrained or claimed

C1 Public pricing and plan limits
Verified

Public pricing and limits.

Observed Review by
C2 Self-serve signup, trial, or provisioning
Verified

Self-serve trial/access.

Observed Review by
C6 Reliability and support
Verified

Public support center and developer docs.

Observed Review by
C9 Public affiliate or referral program
Limited

Public affiliate agreement exists; program availability remains subject to its terms.

Constraints: Eligibility and program terms apply

Observed Review by
C10 Transactable marketplace or partner listing
Verified

Public Zoho Marketplace.

Observed Review by

Disclosure: Commercial relationships do not determine inclusion. Source authority and any recorded commercial relationship remain attached to the underlying evidence. This page reports distribution routes, not product quality or market rank.