Fiddler AI vs Aporia
Both compete in Observability & Monitoring. Fiddler AI positions itself as “Enterprise AI observability, security, and governance control plane for models and agents”, while Aporialeads with “AI control platform combining ML observability with real-time guardrails for GenAI”. The table below compares what each publishes.
Where Fiddler AI pulls ahead
Publishes support for EU AI Act, NIST AI RMF, which Aporia does not. Regulated enterprises needing a single platform for ML, LLM, and agent observability with strong explainability and governance/audit capabilities.
Where Aporia pulls ahead
Publishes support for SOC 2, which Fiddler AI does not. ML and platform teams in regulated industries needing production ML monitoring plus real-time GenAI guardrails, now within the Coralogix observability ecosystem
Both map to GDPR, HIPAA, so framework coverage alone will not separate them — the decision usually comes down to who operates the tool and how it fits your existing stack.
| Positioning | Enterprise AI observability, security, and governance control plane for models and agents | AI control platform combining ML observability with real-time guardrails for GenAI |
|---|---|---|
| Category | Observability & Monitoring | Observability & Monitoring |
| Frameworks | EU AI Act, NIST AI RMF, GDPR, HIPAA | SOC 2, GDPR, HIPAA |
| Deployment | SaaS, Cloud, On-prem, API | SaaS, Cloud, On-prem, API |
| Built for | GRC, Compliance, Risk, Data Science / ML, Security | Data Science / ML, Security, Risk, Compliance |
| Founded | 2018 | 2019 |
| Headquarters | Palo Alto, California, USA | Tel Aviv, Israel |
| Ownership | Private, independent; venture-backed | Acquired by Coralogix in December 2024 (reported ~$50M); operates as part of Coralogix as of mid-2026 |
| Funding | Approximately $100M total as of 2026; $30M Series C led by RPS Ventures (Jan 2026), following a $32M Series B (2021). Investors include Insight Partners, Lightspeed, Lux Capital, and Capgemini Ventures. | ~$30M raised pre-acquisition, including a $25M Series A in 2022 (investors: Tiger Global, TLV Partners, Samsung Next, Vertex Ventures) |
| Pricing | Enterprise subscription; custom pricing via sales/demo (no public self-serve tiers) | Commercial SaaS with free tier historically offered; enterprise/custom pricing (also listed via Microsoft Marketplace) |
| Key capabilities |
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| Integrations | Amazon SageMaker, Google Cloud Vertex AI, NVIDIA NIM, NVIDIA NeMo Guardrails, Databricks, Datadog | OpenAI, Azure OpenAI, Amazon SageMaker, Databricks, Snowflake, Slack, Microsoft Azure Marketplace, Coralogix |
| Notable customers | Brex, BigaBid | None published |
| Best for | Regulated enterprises needing a single platform for ML, LLM, and agent observability with strong explainability and governance/audit capabilities. | ML and platform teams in regulated industries needing production ML monitoring plus real-time GenAI guardrails, now within the Coralogix observability ecosystem |
| Limitations | Enterprise-focused with custom pricing and no transparent public tiers; the breadth across ML, LLM, and agents can mean a steeper setup and learning curve for smaller teams. | Now part of Coralogix, so the standalone product roadmap and branding are being absorbed into a larger platform, which may affect independent adoption; public list of named customers is limited, and buyers should confirm current packaging post-acquisition. |
Which should you shortlist?
Choose Fiddler AI if regulated enterprises needing a single platform for ML, LLM, and agent observability with strong explainability and governance/audit capabilities.
Choose Aporia if mL and platform teams in regulated industries needing production ML monitoring plus real-time GenAI guardrails, now within the Coralogix observability ecosystem
Neither is a substitute for a governance program. Whichever you pick, you still need people who can define the policies the tool enforces.
AI Governance Tool Selection Kit
A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.
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