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Agent passport

RagaAI Catalyst Product

Automated testing and observability for safer, faster GenAI development

Category
Contact Center AI
Registry category
Cybersecurity & ITIT Operations & Infrastructure
Vendor
RagaAIlisted as RAGAAI INC.
Location
Not disclosed
Reviews
This marketplace has no ratings
Listed on
Google Cloud Marketplace
Pricing
1 plan listed
Overall Provenance
1.9/10Low
High 7–10Moderate 3–6.9Low 0–2.9

Each fact carries one Provenance score: the average of its Disclosure and Evidence scores, the same rule the page uses for the overall score. Click any score to see the math behind it.

Vendor Provenance

Who actually operates this agent.

2.1 / 10
Data element
Answer
Provenance
Source
Legal entity
RAGAAI INC.
Publisher name on the listing; not matched to an outside company record
High
HQ address
Not disclosed
No headquarters on the listing or an outside record
Low
No source on record
Ownership
Not disclosed
No ownership on record
Low
No source on record
Industry
Not disclosed
Low
No source on record
Employee count
Not disclosed
Low
No source on record
Founded
Not disclosed
Low
No source on record
Revenue
Not disclosed
Low
No source on record
About
Automated testing and observability for safer, faster GenAI development
Publisher description
High

Build Provenance

What the agent is built on.

1.4 / 10
Data element
Answer
Provenance
Source
Foundation model
Not disclosed on this listing
Low
No source on record
Training data (model)
Not disclosed on this listing
No source discloses model training data
Low
No source on record
Agent framework / tools
Not disclosed on this listing
Low
No source on record
Hosting model
SaaS & APIs, hosted by the vendor
From the listing
High
Version history
Not disclosed on this listing
Registry saw 2 distinct listing states across 4 captures
Low
No source on record

Reach Provenance

How the agent is distributed and adopted.

4.4 / 10
Data element
Answer
Provenance
Source
Distribution channel(s)
Google Cloud Marketplace
Via SaaS & APIs
High
Review volume & rating
Not available
This marketplace has no rating mechanism
Low
No source on record
Comments (pros)
Not available
No review text on record, so no pros could be drawn from user comments
—
No source on record
Comments (cons)
Not available
No review text on record, so no cons could be drawn from user comments
—
No source on record
Listing tenure
Not disclosed
No first published date on the listing
—
No source on record
Multi-channel presence
Single-channel
Listed on Google Cloud Marketplace only in the registry
High
Public community signal
Not disclosed
No public GitHub, Discord or community metrics found
Low
No source on record
# installs
Not reported
No install count on any marketplace
—
No source on record
Listing type
SaaS & APIs
From the listing
High

Data Provenance

What the vendor discloses about data handling.

1.4 / 10
Data element
Answer
Provenance
Source
Operational data sources
Not disclosed
Low
No source on record
Data residency
Not disclosed
Low
No source on record
Retention & deletion
Not disclosed
Low
No source on record
Published documentation
Documentation and support links on the listing
Links on the listing; documents not fetched by the registry
High
Data access requirements
Not explicitly disclosed
No OAuth scope or permission list found on the listing
Low
No source on record

Compliance Provenance

What standards the vendor meets, and who verified them.

0.0 / 10
Data element
Answer
Provenance
Source
Security
SOC 2
None on record
Low
No source on record
ISO/IEC 27001
None on record
Low
No source on record
ISO/IEC 27002
None on record
—
No source on record
ISO/IEC 27017
None on record
—
No source on record
SOC 3
None on record
—
No source on record
CSA STAR
None on record
—
No source on record
Privacy
GDPR
None on record
Low
No source on record
COPPA
None on record
—
No source on record
FERPA
None on record
—
No source on record
ISO/IEC 27018
None on record
—
No source on record
Health
HIPAA
None on record
Low
No source on record
HITRUST CSF
None on record
—
No source on record
Financial
SOC 1
None on record
—
No source on record
PCI DSS
None on record
—
No source on record
SOX
None on record
—
No source on record
Government
FedRAMP
Not found on the FedRAMP Marketplace
Checked by the vendor's web domain on 2026-08-27
Low
CMMC
None on record
Low
No source on record
NIST SP 800-171
None on record
—
No source on record
AI
NIST AI RMF
None on record
Low
No source on record
Platform
3rd party certification
None on record
Low
No source on record

What the publisher says

In order to use this solution, you must deploy the equivalent Kubernetes product in your GCP account. For more details, https://console.cloud.google.com/marketplace/product/ragaai-public/ragaaicatalyst

RagaAI Catalyst is an automated AI evaluation and observability platform designed to help teams build safe, reliable, and cost-efficient GenAI applications. It empowers developers and data scientists with real-time testing, monitoring, and optimization tools for LLMs, RAG systems, and Agentic applications.

Catalyst offers advanced capabilities such as hallucination detection, safety guardrails, performance evaluation, and cost analysis. With support for development, CI/CD, and production workflows, it ensures AI systems are continuously evaluated and improved.

Show the rest of the publisher’s description (9 more lines)

In order to use this solution, you must deploy the equivalent Kubernetes product in your GCP account. For more details, see projects/cloudcommerceproc-prod/topics/ragaai-public.

Whether you're managing prompt engineering, tuning hyperparameters, or running A/B tests, Catalyst streamlines the process and provides actionable insights to ensure trustworthy AI outcomes.

Key Benefits:

Real-time issue detection and automated fix recommendations

Safety checks for PII, toxicity, and bias

Production-grade observability and analytics

Seamless collaboration and experimentation features

92% alignment with human evaluation standards

RagaAI Catalyst helps GenAI teams ship faster—with greater confidence and lower risk.

Plans and pricing

1 plan listed

Standard Plan—

Linked repositories

Unknown

Unknown means this listing does not publish a repository. It is not a statement that the code is closed.

Publisher resources

Sources

Reading the score

Disclosure · how many sources corroborate it

NoneNo source has it. Shown red, because Unknown means Unknown.
1 sourceA single place has it. A listing and its certification page and policy docs on one marketplace count as one source.
2+ contestedTwo or more sources cover it but they do not agree. The disagreement is shown, never dropped.
2+ agreeingTwo or more genuinely separate sources agree: another marketplace, or an outside record.
Steps below are possible but not automated yet, so today they sit open.
SettleTop confirmedSettleTop confirms it directly.

Evidence · what kind of evidence backs it

NoneNo source discloses it.
PublicPublicly available info, such as reviews, listing age, or vendor firmographics like legal entity and headquarters.
Vendor statedThe vendor's own claim on its marketplace listing, website, or policy documents.
Self-attestedThe vendor's self-attested certification or operator program, a marketplace program rather than an independent audit.
Steps below are possible but not automated yet, so today they sit open.
Vendor providedThe vendor hands SettleTop the underlying material, such as an SBOM or a data policy.
Vendor attestedThe vendor signs an attestation to SettleTop.
SettleTop verifiedSettleTop verifies it directly.

The SettleTop steps above are possible but not automated yet, so today they sit open and a perfect 10 is out of reach. Open information like firmographics and reach has fewer steps to climb, so it sits a little higher for the same visible evidence.

Information shown here reflects the best available information at the time of assessment and may be incomplete, outdated, or subject to change. It should be independently verified before being relied upon for any decision. SettleTop is not liable for any errors, omissions, or decisions made in reliance on this information.

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Vendor Provenance

Build Provenance

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Compliance Provenance

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