vendor · observability
AI2AI project vs Fiddler AI
49 fields both were evaluated on, 20 of them different — including where one discloses something the other does not. Every value links to the document it came from. 29 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | AI2AI project | Fiddler AI |
|---|---|---|
| Audit trail· | “after stopping the interaction can be saved and archived”ai2ai.decentralizeweb.org · checked Aug 1, 2026 | Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations. “Auditable Governance Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations.”www.fiddler.ai · checked Aug 6, 2026 |
| Explainability· | “define the initial prompt and context for each AI entity set a specific LLM model for each of the AI entities”ai2ai.decentralizeweb.org · checked Aug 1, 2026 | See every action, token, and dollar by user and team for fleet-wide intelligence “See the performance of all your agents in a single pane of glass. See every action, token, and dollar by user and team for fleet-wide intelligence”www.fiddler.ai · checked Aug 6, 2026 |
| Runtime governance· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | Fiddler Guardrails enforce policy inline, at the agent's request and response path, in under 80ms, so violations are stopped before data ever leaves your network “Fiddler Guardrails enforce policy inline, at the agent's request and response path, in under 80ms, so violations are stopped before data ever leaves your network, not flagged after the fact.”www.fiddler.ai · checked Aug 6, 2026 |
| Compliance certifications· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | Fiddler states it complies with HIPAA “Fiddler is in compliance with the U.S. Health Insurance and Accountability Act (HIPAA)”www.fiddler.ai · checked Aug 26, 2026 |
| Regulatory alignment· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | audit evidence ready for GRC standards and AI regulations “Auditable Governance Every enforcement decision is recorded with who triggered it and what happened, giving you audit evidence ready for GRC standards and AI regulations.”www.fiddler.ai · checked Aug 6, 2026 |
| Service type· | “Observe and enjoy the interaction between AI entities”ai2ai.decentralizeweb.org · checked Aug 1, 2026 | no public information www.fiddler.ai · checked Aug 6, 2026 |
| Client types· | software and AI engineers, data scientists, platform and DevOps teams, and security and compliance teams “Who uses Fiddler AI? Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government . Within these organizations, the typical users are software and AI engineers, data scientists, platform and DevOps teams, and security and compliance teams responsible for keeping agents and predictive models accurate, safe, and compliant across their lifecycle.”www.fiddler.ai · checked Aug 6, 2026 |
Safety
| Field | AI2AI project | Fiddler AI |
|---|---|---|
| Data handling· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 |
Practicality
| Field | AI2AI project | Fiddler AI |
|---|---|---|
| Pricing model· | from 1 cent or more per minute (rounded to a full minute) “Pricing: from 1 cent or more per minute (rounded to a full minute)”ai2ai.decentralizeweb.org · checked Aug 1, 2026 | usage-based at $0.002 per trace “We offer three plans, and we work with customers to find the right fit based on their specific use cases and needs, rather than a one-size-fits-all package. The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency , protecting against hallucinations, toxicity, PII/PHI, prompt injection, and jailbreak attempts. The Developer plan is usage-based at $0.002 per trace and adds unified observability for agentic and predictive systems, custom evaluators, and SSO. The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”www.fiddler.ai · checked Aug 6, 2026 |
| Price point· | from 1 cent or more per minute (rounded to a full minute) “Pricing: from 1 cent or more per minute (rounded to a full minute)”ai2ai.decentralizeweb.org · checked Aug 1, 2026 | $0.002 per trace “The Developer plan is usage-based at $0.002 per trace”www.fiddler.ai · checked Aug 6, 2026 |
| Availability· | Free plan, Developer plan, Enterprise plan “We offer three plans, and we work with customers to find the right fit based on their specific use cases and needs, rather than a one-size-fits-all package. The Free plan includes real-time guardrails powered by Fiddler Centor Models at under 80ms latency , protecting against hallucinations, toxicity, PII/PHI, prompt injection, and jailbreak attempts. The Developer plan is usage-based at $0.002 per trace and adds unified observability for agentic and predictive systems, custom evaluators, and SSO. The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”www.fiddler.ai · checked Aug 6, 2026 | |
| Deployment options· | “Download the AI2AI engine Windows Mac OS Linux Android”ai2ai.decentralizeweb.org · checked Aug 1, 2026 | SaaS, VPC, or on-premises “The Enterprise plan adds enterprise-grade guardrails, flexible deployment (SaaS, VPC, or on-premises), infrastructure scalability, and white-glove support with a named Customer Success Manager and customized onboarding.”www.fiddler.ai · checked Aug 6, 2026 |
| Integrations· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | Azure OpenAI, Amazon Bedrock, LangGraph, and 100+ other providers “Fiddler is model- and cloud-agnostic, working across Azure OpenAI, Amazon Bedrock, LangGraph, and 100+ other providers”www.fiddler.ai · checked Aug 6, 2026 |
| Supported regions· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | AWS GovCloud “Built for the Enterprise and Government Security and scale in SaaS, VPC, and AWS GovCloud.”www.fiddler.ai · checked Aug 6, 2026 |
| Support model· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | White-glove support at every stage of your AI journey, backed by our engineering and data science expertise “Customer Centric White-glove support at every stage of your AI journey, backed by our engineering and data science expertise to align AI deployments with business outcomes.”www.fiddler.ai · checked Aug 6, 2026 |
Ecosystem
| Field | AI2AI project | Fiddler AI |
|---|---|---|
| Marketplace presence· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | AWS Preferred Partner “AWS Preferred Partner Run Fiddler AI Observability securely within Amazon SageMaker Studio.”www.fiddler.ai · checked Aug 6, 2026 |
Impact
| Field | AI2AI project | Fiddler AI |
|---|---|---|
| User base· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | Fortune 100 organizations “Fortune 100 organizations use Fiddler to deliver high performance agentic and predictive applications, protect from costly risks, and maximize ROI.”www.fiddler.ai · checked Aug 6, 2026 |
| Deployment scale· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | “Fortune 100 organizations use Fiddler to deliver high performance agentic and predictive applications, protect from costly risks, and maximize ROI.”www.fiddler.ai · checked Aug 6, 2026 |
| Target sectors· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | financial services, healthcare, insurance, and government “Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government .”www.fiddler.ai · checked Aug 6, 2026 |
| High-risk domains· | no public information ai2ai.decentralizeweb.org · checked Aug 1, 2026 | financial services, healthcare, insurance, and government “Fiddler AI is used by organizations deploying agents across all industries, as well as highly regulated industries like financial services , healthcare , insurance , and government .”www.fiddler.ai · checked Aug 6, 2026 |
Disclosed by neither
Both AI2AI project and Fiddler AI publish nothing on these 29 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 29 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- Market recognition
- Protocols supported
- API access
- Open source
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Own liability cover
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Permission scopes
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- SLA terms
- Evaluation coverage
- Self-reported performance
- Regulatory status
- Underwriting backing
Questions
- How do AI2AI project and Fiddler AI compare on user base?
- AI2AI project: no public information disclosed. Fiddler AI: Fortune 100 organizations.
- How do AI2AI project and Fiddler AI compare on target sectors?
- AI2AI project: no public information disclosed. Fiddler AI: financial services, healthcare, insurance, and government.
- How do AI2AI project and Fiddler AI compare on high-risk domains?
- AI2AI project: no public information disclosed. Fiddler AI: financial services, healthcare, insurance, and government.
- How do AI2AI project and Fiddler AI compare on pricing model?
- AI2AI project: from 1 cent or more per minute (rounded to a full minute). Fiddler AI: usage-based at $0.002 per trace.
- How do AI2AI project and Fiddler AI compare on price point?
- AI2AI project: from 1 cent or more per minute (rounded to a full minute). Fiddler AI: $0.002 per trace.
- How do AI2AI project and Fiddler AI compare on availability?
- AI2AI project: Register. Fiddler AI: Free plan, Developer plan, Enterprise plan.