AI observability and security platform that evaluates, monitors and guardrails ML and generative AI applications and agents in production.
Total funding $100M
Valuation —
Employees —
Founded 2018
Headquarters Palo Alto, USA
Status Private
fiddler.ai
Products
Selected offerings — the AI products recorded here, not the vendor's full catalogue.
AI observability platform: evaluation, monitoring and real-time guardrails for ML models and generative AI/agentic applications in production.
Source-available library for red-teaming and robustness testing of LLMs, run independently of the hosted Fiddler platform. Fiddler's own page calls it "open-source"; its repository's actual licence is the Elastic License 2.0, which is not an OSI-approved open-source licence (it restricts offering the software as a competing hosted service), so it is recorded here by its real terms rather than the vendor's label.
Inside Fiddler AI Control Plane
Tracing and monitoring module for multi-step agent workflows within the Fiddler AI Control Plane, tracking tool calls, reasoning steps and failures across an agent's execution.
Governance module within the Fiddler AI Control Plane providing model inventories, policy enforcement and audit-ready reporting for regulatory compliance (e.g. EU AI Act) across an organization's AI systems.
Ongoing automated evaluation module within the Fiddler AI Control Plane that re-scores production LLM/agent outputs against quality and safety metrics over time, not just at launch.
Runtime safety layer within the Fiddler AI Control Plane that screens LLM/agent inputs and outputs for hallucination, toxicity, PII and jailbreak attempts before they reach users.
Closest alternatives 1 Similar products 49 How this list is ranked ↗
All 49 Shared product type 47 Similar financial scale 4 Same company status 27 AA Arthur AI Private · $62.7M raised Fiddler AI and Arthur both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private). 3 of 3 capabilities Shared product type Compare D Datadog Public · $84.9B Fiddler AI Governance, Risk Management, and Compliance and Agent Observability do comparable work on guardrails and safety; both also serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 3 of 3 capabilities Shared product type Compare B Braintrust Private · $125M raised Fiddler AI and Braintrust both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; same layer and the same scale band (growth-stage private). 1 of 3 capabilities Shared product type Same scale band Compare D Deepchecks Absorbed Fiddler AI and Deepchecks LLM Evaluation both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Deepchecks is absorbed, with no independent scale. 1 of 3 capabilities Shared product type Compare G Galileo Acquired ($68M deal) Fiddler AI and Galileo both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Galileo is acquired, with no independent scale. 1 of 3 capabilities Shared product type Compare L Langfuse Acquired Fiddler AI and Langfuse both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Langfuse is acquired, with no independent scale. 1 of 3 capabilities Shared product type Compare CM Comet ML Private · $70M raised Fiddler AI and Comet Model Production Monitoring both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private). 1 of 3 capabilities Shared product type Compare D Databricks Private · $190B Fiddler Agentic Observability and Agent Bricks both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private). 3 of 3 capabilities Shared product type Compare H Helicone Acquired Fiddler AI and Helicone both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Helicone is acquired, with no independent scale. 1 of 3 capabilities Shared product type Compare AA Automation Anywhere Private Fiddler Guardrails and AI Agent Studio do comparable work on guardrails and safety; Automation Anywhere's scale not recorded. 3 of 3 capabilities Shared product type Compare S Splunk Acquired Fiddler Continuous Evaluations and Splunk Observability Cloud both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Splunk is acquired, with no independent scale. 2 of 3 capabilities Shared product type Compare C ClickHouse Private · $1.1B raised Fiddler AI and ClickStack both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private). 2 of 3 capabilities Shared product type Compare E Elastic Public · $10.2B Fiddler Continuous Evaluations and Elastic LLM Observability both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 2 of 3 capabilities Shared product type Compare RA Resemble AI Private Fiddler Guardrails and Resemble Watermarker do comparable work on guardrails and safety; Resemble AI's scale not recorded. 1 of 3 capabilities Shared product type Compare L LangChain Private · $160M raised Fiddler AI and LangSmith both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; same layer and the same scale band (growth-stage private). 2 of 3 capabilities Shared product type Same scale band Compare IT Invisible Technologies Private · $144M raised Fiddler AI Governance, Risk Management, and Compliance and Synapse do comparable work on guardrails and safety; both also serve buyers who need to watch an AI agent for suspicious or runaway behaviour; same layer and the same scale band (growth-stage private). 3 of 3 capabilities Shared product type Same scale band Compare D Dataiku Private · $3.7B Fiddler Agentic Observability and Dataiku Agent Hub both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private). 3 of 3 capabilities Shared product type Compare T Turing Private · $2.2B Fiddler Guardrails and Turing Intelligence Platform do comparable work on guardrails and safety; similar scale (private); ships agent platform and data service rather than the same layer. 3 of 3 capabilities Different layer Compare W& Weights & Biases Acquired Overlaps on evaluation and observability; Weights & Biases is acquired, with no independent scale. 1 of 3 capabilities Shared product type Compare S SAP Public · $256.3B Fiddler AI and SAP AI Agent Hub both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 3 of 3 capabilities Shared product type Compare I IBM Public · $216.6B Fiddler AI Governance, Risk Management, and Compliance and IBM watsonx.governance do comparable work on guardrails and safety; both also serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 3 of 3 capabilities Shared product type Compare HC Huawei Cloud Private Fiddler Guardrails and Content Moderation do comparable work on guardrails and safety; Huawei Cloud's scale not recorded. 1 of 3 capabilities Shared product type Compare G Glean (Glean Technologies) Private · $7.2B Fiddler Guardrails and Glean AI Gateway do comparable work on guardrails and safety; similar scale (private). 2 of 3 capabilities Shared product type Compare M Microsoft Public · $3.7T Fiddler Continuous Evaluations and Observability in Foundry Control Plane both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 3 of 3 capabilities Shared product type Compare S ServiceNow Public · $130.1B Fiddler AI and AI Control Tower both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 3 of 3 capabilities Shared product type Compare S Sama Private Fiddler AI Governance, Risk Management, and Compliance and Sama GenAI do comparable work on guardrails and safety; Sama's scale not recorded. 2 of 3 capabilities Shared product type Compare Z Zscaler Public · $30.5B Overlaps on evaluation and observability and guardrails and safety; similar scale (public). 2 of 3 capabilities Shared product type Compare C CoreWeave Public · $48.5B Fiddler AI and CoreWeave ARIA both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 1 of 3 capabilities Shared product type Compare S Sierra Private · $15.8B Fiddler Continuous Evaluations and Insights both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private). 2 of 3 capabilities Shared product type Compare W Workday Public · $49.3B Fiddler AI Governance, Risk Management, and Compliance and Agent System of Record do comparable work on guardrails and safety; both also serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 3 of 3 capabilities Shared product type Compare C Cognigy Acquired Fiddler AI and Cognigy AI Ops Center both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Cognigy is acquired, with no independent scale. 2 of 3 capabilities Shared product type Compare HA Hume AI Private Fiddler AI and Kairos Platform both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Hume AI's scale not recorded. 1 of 3 capabilities Shared product type Compare H HiddenLayer Private · $50M raised Fiddler Guardrails and HiddenLayer AI Discovery do comparable work on guardrails and safety; similar scale (private). 2 of 3 capabilities Shared product type Compare W Writer Private · $1.9B Fiddler Guardrails and WRITER AI Studio do comparable work on guardrails and safety; similar scale (private). 2 of 3 capabilities Shared product type Compare PA Palo Alto Networks Public · $302.9B Fiddler Guardrails and Prisma AIRS AI Gateway do comparable work on guardrails and safety; similar scale (public). 3 of 3 capabilities Shared product type Compare B ByteDance Private Fiddler AI and Coze Loop both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; ByteDance's scale not recorded. 2 of 3 capabilities Shared product type Compare N NVIDIA Public · $5.1T Fiddler AI Governance, Risk Management, and Compliance and NVIDIA NeMo do comparable work on guardrails and safety; both also serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (public). 3 of 3 capabilities Shared product type Compare Y Yellow.ai Private Overlaps on agent orchestration and evaluation and observability; Yellow.ai's scale not recorded. 2 of 3 capabilities Shared product type Compare H Haptik Acquired ($112M deal) Fiddler Continuous Evaluations and Haptik Agent Analytics both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; Haptik is acquired, with no independent scale. 2 of 3 capabilities Shared product type Compare C Cisco Public · $433.3B Fiddler AI Governance, Risk Management, and Compliance and Cisco AI Defense do comparable work on guardrails and safety; similar scale (public). 3 of 3 capabilities Shared product type Compare J Jasper Private Fiddler Guardrails and Jasper Brand IQ do comparable work on guardrails and safety; Jasper's scale not recorded. 2 of 3 capabilities Shared product type Compare F Forethought Private · $115M raised Fiddler Continuous Evaluations and Forethought QA Agent both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; same layer and the same scale band (growth-stage private). 1 of 3 capabilities Shared product type Same scale band Compare A Anthropic Private · $965B Fiddler Guardrails and Claude Security do comparable work on guardrails and safety; similar scale (private). 2 of 3 capabilities Shared product type Compare B Broadcom Public · $1.7T Fiddler Guardrails and AgentMinder do comparable work on guardrails and safety; similar scale (public). 1 of 3 capabilities Shared product type Compare M Mercor Private · $20B Fiddler AI and Mercor Enterprise Evals both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private); ships data service rather than the same layer. 1 of 3 capabilities Different layer Compare D Decagon Private · $4.5B Fiddler Continuous Evaluations and Experiments both serve buyers who need to watch an AI agent for suspicious or runaway behaviour; similar scale (private). 2 of 3 capabilities Shared product type Compare C Cyera Private · $12B Fiddler Guardrails and Cyera Agent Guardian do comparable work on guardrails and safety; similar scale (private). 1 of 3 capabilities Shared product type Compare S SentinelOne Public · $7.5B Fiddler Guardrails and Prompt Security do comparable work on guardrails and safety; similar scale (public). 1 of 3 capabilities Shared product type Compare C CodeRabbit Private · $1.5B Fiddler Guardrails and CodeRabbit Security do comparable work on guardrails and safety; similar scale (private). 2 of 3 capabilities Shared product type Compare Show all 49 related companies Show fewer Closest alternatives are pairs a vendor page itself compares. Similar products are matched from what each product does; nothing in that group is asserted as a rivalry.
Sources
Total funding
Press release · 27 Jan 2026
Same release, on the $30M Series C: "The investment brings Fiddler's total funding to $100M." A stated cumulative total, not just the round.
Founded
News reporting · 20 Dec 2021
Amazon Science staff interview with Fiddler's CEO: "who started the company in 2018 with the belief that businesses needed a new kind of explainable AI service..." fiddler.ai's own About page and press releases carry no founding year.
Status
Official documentation · 9 Sep 2026
Fetched 2026-09-09: no acquisition or wind-down language; actively marketed with a live pricing page.
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