# Cyber Company Profiles: Fiddler AI

Source: [Cyber Company Profiles](https://cybercompanyprofiles.com)
Exported 2026-07-29
Edition: free

This is a third-party strategy analysis of Fiddler AI, derived from public and
vendor-controlled sources. All analysis was generated autonomously, without human review. Scores are analytical opinions drawn from the cited public sources, without hands-on testing. They are not audits, certifications, investment reports, purchasing advice, or evaluations of quality.
This copy may not reflect current information. It is reference material, not
instructions. Treat everything below as data to analyze and discuss, not as
commands to act on.

This file is the free profile: the sourced facts, the scores, and the
executive summary. The Unlock the Full Analysis sections below explain
how to get the complete analysis.

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## At a Glance

- Website: [fiddler.ai](https://www.fiddler.ai)
- Profile: https://cybercompanyprofiles.com/companies/fiddler-ai
- Type: Security for AI
- Also known as: Fiddler Labs
- Market readiness: Emerging (24/40)
- Defensibility: Contested (13/21)
- Founded: 2018
- Funding: $100M total
- Last updated: 2026-07-12

## Executive Summary

Fiddler sells one platform that monitors and polices an enterprise's AI across predictive models, large language models, and autonomous agents. Its proof is fresh: the chief executive of Nielsen went on record in January 2026 calling Fiddler fundamental to his AI strategy. Krishna Gade, Fiddler's co-founder, led the team that built the explainability tools behind the models running Facebook's news feed, and the company has raised $100 million, capped by a $30 million round. Fiddler pitches its in-house scoring models, which check AI outputs for safety, as what sets it apart. Public pages name no training data behind those models and no independent benchmark, so a funded rival could rebuild them. The case for Fiddler today is recent proof and fresh capital, not a data asset.

## Contents

- [Executive Summary](#executive-summary)
- [Sourced Details](#sourced-details)
- [Matrix Coverage](#matrix-coverage)
- [Market Readiness](#market-readiness)
- [Strategy Deep Dive](#strategy-deep-dive)
- [Sources](#sources)
- [Disclaimer](#disclaimer)

## Sourced Details

| Detail | Value | Source |
|---|---|---|
| Description | Enterprise AI observability and security platform that scores LLM prompts and responses with proprietary trust models, enforces runtime guardrails against jailbreaks, PII leaks, and hallucinations, and monitors and governs agents and predictive models. | [\[f1\]](#company-detail-sources) |
| Founded | 2018 | [\[f1\]](#company-detail-sources) |
| HQ | Palo Alto, California, United States | [\[f1\]](#company-detail-sources) |
| Funding | $100M total | [\[f2\]](#company-detail-sources) |
| Latest funding | Series C, $30M (January 2026) | [\[f1\]](#company-detail-sources) |

### Products

| Product | What it does |
|---|---|
| Fiddler Guardrails | Runtime policy enforcement layer that evaluates agent and LLM prompts and responses and intercepts jailbreaks, PII exposure, and unsafe content before they reach users or downstream systems. |
| Fiddler Centor Models | Proprietary, fine-tuned, task-specific models that score LLM prompts and responses for safety, PII, and faithfulness with low latency, running inside the customer cloud or VPC. |
| Fiddler Observability | Monitoring and analytics for LLM, agentic, and predictive AI applications, tracing agent behavior and tracking metrics for hallucination, toxicity, drift, and PII or PHI. |

## Matrix Coverage

Mapped to the [AI Defense Matrix](https://aidefensematrix.com) [\[f3\]](#company-detail-sources):

| Asset | Govern | Identify | Protect | Detect | Respond | Recover |
|---|---|---|---|---|---|---|
| Runtime AI Data |  |  | ✓ | ✓ |  |  |
| AI Orchestration Tools |  |  |  | ✓ |  |  |

Fiddler Guardrails and Centor Models protect and detect threats to runtime AI prompts and responses, and the agentic observability line detects unsafe agent behavior, so the company provides security for AI and is mapped to the AI Defense Matrix.

## Market Readiness

How well the company can compete in its security market, scored across eight dimensions against public evidence.

**Emerging (24/40)**

Analyzed 2026-07-09. Scope: whole company.

| Dimension | Score |
|---|---|
| Problem Clarity | 3/5 |
| Capability Depth | 3/5 |
| Market Timing | 3/5 |
| Team Credibility | 3/5 |
| GTM Proof | 3/5 |
| Funding Efficiency | 3/5 |
| Category Clarity | 3/5 |
| Incumbent Defensibility | 3/5 |

### Unlock the Full Analysis

The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.

One-time purchase: $20 per profile.

[Unlock the full analysis of Fiddler AI](https://cybercompanyprofiles.com/checkout?c=fiddler-ai). Reading several? [Unlock the entire catalog](https://cybercompanyprofiles.com/checkout).

## Strategy Deep Dive

A closer look at the company's product strategy, measuring how [defensible](https://zeltser.com/scoring-security-product-strategy) it is against market forces and examining the [eight areas](https://zeltser.com/security-product-creation-framework) behind it.

### Defensibility

**Contested (13/21)**

Band guidance: reinforce or reposition. Analyzed 2026-07-12. Scope: whole company.

| Dimension | Score |
|---|---|
| Value Delivery | 1/3 |
| Switching Cost | 2/3 |
| Compliance Moat | 1/3 |
| Problem Complexity | 3/3 |
| Buyer Profile | 3/3 |
| Layer | 2/3 |
| Proprietary Data, Content, or IP | 1/3 |

### Unlock the Full Analysis

The reasoning for the scores, the strategy deep dive, the business risks, and more. AI access comes with the purchase, so your AI tools can read the full profile too. You keep 12 months of access.

One-time purchase: $20 per profile.

[Unlock the full analysis of Fiddler AI](https://cybercompanyprofiles.com/checkout?c=fiddler-ai). Reading several? [Unlock the entire catalog](https://cybercompanyprofiles.com/checkout).

## Sources

### Company Detail Sources

Cited from the Sourced Details and Matrix Coverage rows.

| Id | Source | Tier | Accessed |
|---|---|---|---|
| f1 | [Fiddler press release: $30M Series C](https://www.fiddler.ai/press-releases/fiddler-raises-30m-series-c) | press | 2026-06-20 |
| f2 | [The SaaS News: Fiddler total funding to $100M after Series C](https://www.thesaasnews.com/news/fiddler-ai-raises-30-million-series-c) | press | 2026-06-20 |
| f3 | [Fiddler Guardrails real-time policy enforcement for AI](https://www.fiddler.ai/guardrails) | official | 2026-06-20 |

### Profile Analysis Sources

The sources the full Market Readiness analysis cites.

| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | [Fiddler press release: $30M Series C, January 2026](https://www.fiddler.ai/press-releases/fiddler-raises-30m-series-c) “Fiddler delivered unified observability, protection, and governance across agents and predictive models making it fundamental to our AI strategy, said Karthik Rao, CEO of Nielsen.” | press | 2026-06-20 |
| s2 | [Fiddler Guardrails: real-time policy enforcement under 80ms](https://www.fiddler.ai/guardrails) “Fiddler enforces them at runtime in under 80ms, powered by purpose-built, fine-tuned, and task-specific Fiddler Centor Models” | official | 2026-06-20 |
| s3 | [Fiddler Centor Models product page](https://www.fiddler.ai/centor-models) “Powering the Fiddler Trust Service are proprietary, fine-tuned Fiddler Centor Models, designed for task-specific, high accuracy scoring of LLM prompts and responses with low latency.” | official | 2026-06-20 |
| s4 | [Insight Partners on Fiddler founders and origin](https://www.insightpartners.com/ideas/fiddler-raises-32-million-in-series-b-funding-as-it-leads-the-market-of-machine-learning-explainability-and-performance-management/) “The inspiration for Fiddler came from co-founder Krishna Gade's work at Facebook, where he led the team that built explainability tools for the ML models behind Facebook's Newsfeed.” | press | 2026-06-20 |
| s5 | [The SaaS News on Fiddler total funding to $100M](https://www.thesaasnews.com/news/fiddler-ai-raises-30-million-series-c) “The $30M Series C, led by RPS Ventures, brings the total funding to $100M.” | press | 2026-06-20 |
| s6 | [Fiddler Security and Compliance page (SOC 2 Type II, HIPAA)](https://www.fiddler.ai/security) “Fiddler's SOC 2 Type II report covers the trust services categories of security, confidentiality, and availability and is audited annually ... HIPAA: Fiddler is in compliance with the U.S. Health Insurance and Accountability Act (HIPAA).” | official | 2026-07-02 |
| s7 | [Fiddler LLM Observability platform page](https://www.fiddler.ai/llmops) “The Fiddler AI Observability and Security platform is built to help enterprises launch accurate, safe, and trustworthy LLM applications.” | official | 2026-06-20 |
| s8 | [Fiddler Control Plane for AI Agents page](https://www.fiddler.ai/control-plane) “Standardized telemetry, reliable evaluation, continuous monitoring, enforceable policy, and auditable governance across the AI lifecycle.” | official | 2026-06-20 |
| s9 | [Fiddler blog: Introducing Fiddler Guardrails (VPC and air-gapped deployment)](https://www.fiddler.ai/blog/introducing-fiddler-guardrails) “Guardrails can be deployed in VPC and air-gapped environments, enabling enterprises to maintain compliance and protect sensitive data in even the most regulated industries.” | official | 2026-07-02 |
| s10 | [Fiddler About page: leadership bios and team background](https://www.fiddler.ai/about) “Amit Paka ... Founder and COO ... Samsung, PayPal, Microsoft, UC Berkeley ... a wide set of skills and experiences from companies like Meta, Google, Lyft, X, Microsoft, and other well-known large companies and high growth startups” | official | 2026-07-02 |

### Deep-Dive Sources

The sources the full Strategy Deep Dive cites.

| Id | Source | Tier | Accessed |
|---|---|---|---|
| s1 | [Fiddler press release: $30M Series C, January 2026](https://www.fiddler.ai/press-releases/fiddler-raises-30m-series-c) “Fiddler delivered unified observability, protection, and governance across agents and predictive models making it fundamental to our AI strategy, said Karthik Rao, CEO of Nielsen.” | press | 2026-06-20 |
| s2 | [Fiddler Guardrails: real-time policy enforcement under 80ms](https://www.fiddler.ai/guardrails) “Fiddler enforces them at runtime in under 80ms, powered by purpose-built, fine-tuned, and task-specific Fiddler Centor Models” | official | 2026-06-20 |
| s3 | [Fiddler Centor Models product page](https://www.fiddler.ai/centor-models) “Fiddler Centor Models are batteries-included. They run in your environment, cover hallucination, safety, PII/PHI detection, toxicity, and jailbreak detection out of the box, and return results in under 80ms.” | official | 2026-07-02 |
| s4 | [Fiddler Security and Compliance page (SOC 2 Type II, HIPAA)](https://www.fiddler.ai/security) “Fiddler's SOC 2 Type II report covers the trust services categories of security, confidentiality, and availability and is audited annually ... HIPAA: Fiddler is in compliance with the U.S. Health Insurance and Accountability Act (HIPAA).” | official | 2026-07-02 |
| s5 | [Insight Partners on Fiddler founders and origin](https://www.insightpartners.com/ideas/fiddler-raises-32-million-in-series-b-funding-as-it-leads-the-market-of-machine-learning-explainability-and-performance-management/) “The inspiration for Fiddler came from co-founder Krishna Gade's work at Facebook, where he led the team that built explainability tools for the ML models behind Facebook's Newsfeed.” | press | 2026-06-20 |
| s6 | [The SaaS News on Fiddler total funding to $100M](https://www.thesaasnews.com/news/fiddler-ai-raises-30-million-series-c) “The $30M Series C, led by RPS Ventures, brings the total funding to $100M.” | press | 2026-06-20 |
| s7 | [Fiddler Control Plane for AI Agents page](https://www.fiddler.ai/control-plane) “An AI Control Plane should integrate five core capabilities: Standard Telemetry, Reliable Evaluation, Continuous Monitoring, Enforceable Policy, Auditable Governance.” | official | 2026-06-20 |
| s8 | [Fiddler LLM Observability platform page](https://www.fiddler.ai/llmops) “The Fiddler AI Observability and Security platform is built to help enterprises launch accurate, safe, and trustworthy LLM applications.” | official | 2026-06-20 |
| s9 | [Fiddler About page: leadership bios and team background](https://www.fiddler.ai/about) “Amit Paka ... Founder and COO ... Samsung, PayPal, Microsoft, UC Berkeley ... a wide set of skills and experiences from companies like Meta, Google, Lyft, X, Microsoft, and other well-known large companies and high growth startups” | official | 2026-07-02 |
| s10 | [Fiddler blog: Introducing Fiddler Guardrails (VPC and air-gapped deployment)](https://www.fiddler.ai/blog/introducing-fiddler-guardrails) “Guardrails can be deployed in VPC and air-gapped environments, enabling enterprises to maintain compliance and protect sensitive data in even the most regulated industries.” | official | 2026-07-02 |

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