Fiddler AI vs Invisible Technologies
Relationship
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).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 3 capabilities — Shares agent orchestration, evaluation and observability and guardrails and safety.
Ludbee capability tags · from the product recordsShared product type — Both ship platform.
Ludbee product recordsSame scale band — Both growth-stage private.
Ludbee scale bands · from valuation and funding figuresAligned comparison
Capability overlap
Shared · 3
Not verified for Fiddler AI · 3
Recorded for Invisible Technologies. Fiddler AI’s product records say nothing either way — a missing record is not a missing capability.
Fiddler AI has no capability Invisible Technologies lacks, among the 3 recorded here.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Fiddler AI
Platform
AI observability platform: evaluation, monitoring and real-time guardrails for ML models and generative AI/agentic applications in production.
Invisible Technologies
Platform
Evaluates AI systems for quality, safety and accuracy against criteria a customer defines.
No counterpart
Fiddler AI sells these in a stack layer with no product recorded for Invisible Technologies yet — nothing on the other side to compare them against.
Application
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.
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.
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.
Developer tool
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.
Invisible Technologies sells these in a stack layer with no product recorded for Fiddler AI yet — nothing on the other side to compare them against.
Agent platform
Documents and automates manual business workflows: maps how work actually gets done, then runs every step automatically, routing to the right AI system or person and enforcing quality checks.
Data service
Recruits and manages experts who produce training data, evaluations and reinforcement-learning environments for AI labs.
Network of 24,000+ vetted domain experts, continuously screened and organized by skill, language and domain expertise, for AI data labeling, testing and edge-case handling.
Data platform that pulls messy, scattered data from across a company's systems into one governed place, automatically cleaning and organizing it into an AI-ready foundation.