Fiddler AIAI observability and security platform for monitoring, explaining, and governing ML and LLM applications.
Overview
Key features
- Model performance and drift monitoring
- LLM hallucination and safety detection
- Prompt injection and jailbreak protection
- Explainable AI and root cause analysis
- Bias and fairness assessments
- Dashboards and alerts for production AI
Pricing
- Model
- Free
- Category
- Observability
- Rating
- 4.7 / 5 (6)
Use cases
Monitor ML Models in Production
Track model performance, data drift, and quality issues in real time with dashboards and alerts to detect degradation before it impacts business outcomes.
Safeguard LLM Applications
Detect hallucinations, block prompt injection and jailbreak attempts, and filter unsafe outputs to keep generative AI deployments secure and reliable.
Explain Model Decisions and Diagnose Issues
Use explainable AI and root cause analysis to understand predictions, debug unexpected behavior, and build stakeholder trust in model outputs.
Assess Bias and Support AI Governance
Run fairness assessments and maintain audit-ready visibility into ML and LLM systems to meet enterprise compliance and responsible AI requirements.
Pros & Cons
Pros
- Unified observability for traditional ML and LLMs
- Built-in explainability and bias detection
- Guardrails for generative AI safety and security
- Supports enterprise governance and compliance needs
Cons
- Geared toward enterprises, less suited to small teams
- Requires setup and integration effort
- Pricing not transparent on the website
Battle record
Across 1 battle in the Pantheon.
Last battle
Reviews
Average from 6 ratings.
Sign in to leave a review.
Does the job
Pretty happy overall. Dashboards and alerts for production AI just works and guardrails for generative AI safety and security. Requires setup and integration effort can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.
Compared a few options
Evaluated this against two competitors. Where it wins: prompt injection and jailbreak protection and built-in explainability and bias detection. Where it lags: requires setup and integration effort. On balance the feature set — especially model performance and drift monitoring — justifies the 5 stars for our use case.
Years in this space
I've evaluated a lot of these over the years. What stands out here is explainable AI and root cause analysis — handled better than most — and guardrails for generative AI safety and security. Requires setup and integration effort is my one real gripe. Worth the time if this is your use case.
Solid for our team
We rolled this out across the team last quarter and unified observability for traditional ML and LLMs. Prompt injection and jailbreak protection fits neatly into how we already work, and bias and fairness assessments removed a step we used to do by hand. Pricing not transparent on the website, which is the main caveat, but it has held up under daily use.
Does the job
Pretty happy overall. Prompt injection and jailbreak protection just works and supports enterprise governance and compliance needs. Requires setup and integration effort can be annoying, but no dealbreakers — I'd recommend it to a friend without hesitating.
Years in this space
I've evaluated a lot of these over the years. What stands out here is prompt injection and jailbreak protection — handled better than most — and supports enterprise governance and compliance needs. Worth the time if this is your use case.
Q&A
What governance and compliance features does Fiddler AI provide for enterprise risk teams?
Fiddler AI delivers dashboards, alerts, bias and fairness assessments, and auditable logs of model decisions, supporting enterprise governance policies and compliance reporting for both traditional ML and generative AI.
Asked by Hannah Goldberg · Sep 18, 2025
Can Fiddler AI detect and prevent hallucinations and prompt‑injection attacks in LLM applications?
Yes, the platform includes real‑time safety detectors that flag hallucinated outputs and identify prompt‑injection or jailbreak attempts, enabling inline enforcement of approved inputs and outputs.
Asked by Ismael Rios · Jul 14, 2025
How does Fiddler AI integrate with my existing ML pipelines and cloud environments?
Fiddler AI offers built‑in connectors for common machine‑learning pipelines and major cloud platforms, allowing you to attach its monitoring and guardrail services to models during deployment without redesigning your workflow.
Asked by Omar Haddad · Jul 12, 2025
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