vendor · observability
Fiddler AI vs Maxim AI
49 fields both were evaluated on, 25 of them different — including where one discloses something the other does not. Every value links to the document it came from. 24 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Fiddler AI | Maxim AI |
|---|---|---|
| Audit trail· | 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 | Tracks audit logs as part of its governance controls “track audit logs”www.getmaxim.ai · checked Aug 26, 2026 |
| Explainability· | 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 | no public information www.getmaxim.ai · checked Aug 26, 2026 |
| Runtime governance· | 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 | Enforces per-team/per-virtual-key spend budgets, tracks audit logs, and controls access via SSO “Organizations can manage budgets per team or virtual key, track audit logs and maintain access control via SSO.”www.getmaxim.ai · checked Aug 26, 2026 |
| Permission scopes· | no public information www.fiddler.ai · checked Aug 6, 2026 | Per-team/per-key access control via SSO, plus virtual keys scoped to independent budgets and use cases “Virtual Key Management Create different virtual keys for different use-cases with independent budgets and access control.”www.getmaxim.ai · checked Aug 26, 2026 |
| Compliance certifications· | 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 | no public information www.getmaxim.ai · checked Aug 26, 2026 |
| Regulatory alignment· | 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 | no public information www.getmaxim.ai · checked Aug 26, 2026 |
| Self-reported performance· | no public information www.fiddler.ai · checked Aug 16, 2026 | Bifrost (Maxim's AI gateway) claims 50x faster P99 latency than LiteLLM “50x faster than LiteLLM (P99 latency)”www.getmaxim.ai · checked Aug 26, 2026 |
| Service type· | no public information www.fiddler.ai · checked Aug 6, 2026 | Enterprise AI gateway: unified routing, governance and observability layer across model providers “Built for enterprise-grade reliability, governance, and scale.”www.getmaxim.ai · checked Aug 26, 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 | Developer/engineering teams building AI applications “Join developers who trust Bifrost for their AI infrastructure”www.getmaxim.ai · checked Aug 26, 2026 |
Safety
| Field | Fiddler AI | Maxim AI |
|---|---|---|
| Data handling· | no public information www.getmaxim.ai · checked Aug 26, 2026 |
Practicality
| Field | Fiddler AI | Maxim AI |
|---|---|---|
| Pricing model· | 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 | Free 14-day trial for the Enterprise tier; a free open-source edition is also available “Try Bifrost Enterprise free for 14 days.”www.getmaxim.ai · checked Aug 26, 2026 |
| Price point· | $0.002 per trace “The Developer plan is usage-based at $0.002 per trace”www.fiddler.ai · checked Aug 6, 2026 | no public information www.getmaxim.ai · checked Aug 26, 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 | Generally available; 14-day free trial for the Enterprise tier “Try Bifrost Enterprise free for 14 days.”www.getmaxim.ai · checked Aug 26, 2026 |
| Deployment options· | 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 | Self-hosted via a single command line install (open source); hosted Enterprise option also available “npx @maximhq/bifrost”www.getmaxim.ai · checked Aug 26, 2026 |
| Integrations· | 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 | OpenAI, Anthropic, Vercel AI SDK, LangChain, plus 8+ model providers and 1,000+ models overall “Works with OpenAI, Anthropic, Vercel AI SDK, LangChain, and more.”www.getmaxim.ai · checked Aug 26, 2026 |
| Supported regions· | AWS GovCloud “Built for the Enterprise and Government Security and scale in SaaS, VPC, and AWS GovCloud.”www.fiddler.ai · checked Aug 6, 2026 | no public information www.getmaxim.ai · checked Aug 1, 2026 |
| Support model· | 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 | Community support via Discord for the open-source tier “Community Support Active Discord community with responsive support and regular updates.”www.getmaxim.ai · checked Aug 26, 2026 |
Ecosystem
| Field | Fiddler AI | Maxim AI |
|---|---|---|
| Protocols supported· | no public information www.fiddler.ai · checked Aug 6, 2026 | MCP (Model Context Protocol) gateway for centralizing tool connections “Built in MCP gateway to use all tools within the agent.”www.getmaxim.ai · checked Aug 26, 2026 |
| API access· | no public information www.fiddler.ai · checked Aug 6, 2026 | Single unified, OpenAI-compatible API across all connected model providers “One consistent API for all providers.”www.getmaxim.ai · checked Aug 26, 2026 |
| Marketplace presence· | AWS Preferred Partner “AWS Preferred Partner Run Fiddler AI Observability securely within Amazon SageMaker Studio.”www.fiddler.ai · checked Aug 6, 2026 | no public information www.getmaxim.ai · checked Aug 1, 2026 |
Impact
| Field | Fiddler AI | Maxim AI |
|---|---|---|
| User base· | 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· | “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 | Over 1,000+ teams use it (self-reported) “OVER 1,000+ TEAMS USE BIFROST”www.getmaxim.ai · checked Aug 26, 2026 |
| Target sectors· | 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 | Financial services/banking, healthcare & life sciences, insurance, retail, cybersecurity, biotech/pharma, government, telecom, energy & utilities “Financial Services & Banking Healthcare & Life Sciences Insurance Retail Cybersecurity & Threat Intelligence Biotechnology & Pharmaceutical Government & Public Sector Telecommunications Energy & Utilities”www.getmaxim.ai · checked Aug 26, 2026 |
| High-risk domains· | 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 | Marketed into financial services/banking, healthcare & life sciences, insurance, and government/public sector among other regulated industries “Financial Services & Banking Healthcare & Life Sciences Insurance Retail Cybersecurity & Threat Intelligence Biotechnology & Pharmaceutical Government & Public Sector Telecommunications Energy & Utilities”www.getmaxim.ai · checked Aug 26, 2026 |
| Market recognition· | no public information www.fiddler.ai · checked Aug 16, 2026 | Product Hunt: #3 Product of the Day “PRODUCT HUNT #3 Product of the Day”www.getmaxim.ai · checked Aug 26, 2026 |
Disclosed by neither
Both Fiddler AI and Maxim AI publish nothing on these 24 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 24 identical table rows. Each is shown with its source check on the individual profiles.
- Documented incidents
- 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
- Outcome-based pricing
- Settlement mechanism
- Asset custody
- Dispute process
- SLA terms
- Evaluation coverage
- Regulatory status
- Underwriting backing
Questions
- How do Fiddler AI and Maxim AI compare on user base?
- Fiddler AI: Fortune 100 organizations. Maxim AI: 1,000+ teams (self-reported).
- How do Fiddler AI and Maxim AI compare on target sectors?
- Fiddler AI: financial services, healthcare, insurance, and government. Maxim AI: Financial services/banking, healthcare & life sciences, insurance, retail, cybersecurity, biotech/pharma, government, telecom, energy & utilities.
- How do Fiddler AI and Maxim AI compare on high-risk domains?
- Fiddler AI: financial services, healthcare, insurance, and government. Maxim AI: Marketed into financial services/banking, healthcare & life sciences, insurance, and government/public sector among other regulated industries.
- How do Fiddler AI and Maxim AI compare on market recognition?
- Fiddler AI: no public information disclosed. Maxim AI: Product Hunt: #3 Product of the Day.
- How do Fiddler AI and Maxim AI compare on pricing model?
- Fiddler AI: usage-based at $0.002 per trace. Maxim AI: Free 14-day trial for the Enterprise tier; a free open-source edition is also available.
- How do Fiddler AI and Maxim AI compare on price point?
- Fiddler AI: $0.002 per trace. Maxim AI: no public information disclosed.