Automation Anywhere vs Fiddler AI

A conversational generative-AI assistant embedded inside business applications such as SAP, Workday and Salesforce that turns natural-language requests into built and deployed automations, using the Process Reasoning Engine for business context.

Intelligent document processing that uses natural language processing, computer vision and generative AI to classify, extract and validate data from structured, semi-structured and unstructured documents including handwriting, barcodes and free-form text.

Records how work is actually done on employees' screens with computer vision, uses AI to uncover every process variation and map it, redacts personal data through a Privacy Enhanced Gateway, and ranks which processes to automate next. Part of the Agentic Process Automation Platform.

A generative automation builder that takes intent from plain language, SOPs, BPMN diagrams, screenshots or voice, produces a structured plan for review, then generates agents, API tasks, processes, forms and bots as governed production automations.

A set of generative-AI tools for the people who build automations on Automation Anywhere's platform: Autopilot turns process documents into ready-to-deploy automations, Co-Pilot for Automators builds steps from natural-language prompts, and Generative Recorder adds a GenAI fallback so workflows keep running when a screen changes. Part of the Agentic Process Automation Platform.

A test environment that runs an end-to-end workflow before it goes live: simulation mode generates test data and models each step's output without touching live systems, AI proposes extra scenarios and edge cases across APIs, bots, agents and human steps, and the results point at gaps and broken branches to fix. Part of the Agentic Process Automation Platform.

The vendor's umbrella platform combining goal-driven AI agents, RPA, APIs and human-in-the-loop review to orchestrate enterprise workflows; sold as licensable modules including AI Agent Studio, Automation Co-Pilot, Automator AI, Document Automation, Process Discovery, Process Reasoning Engine and the Mozart Orchestrator, each recorded separately.

Coordinates autonomous AI agents across bots, systems, data and human touchpoints with goal-driven, self-healing workflow 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.

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.

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.

AI observability platform: evaluation, monitoring and real-time guardrails for ML models and generative AI/agentic applications in production.