Freshworks vs LightOn
Relationship
Freddy AI Copilot and LightOn Enterprise do comparable work on summarization; both also serve buyers who need to draft and edit written content; smaller scale (public).
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 12 capabilities — Shares knowledge retrieval, summarization and text generation.
Ludbee capability tags · from the product recordsShared product type — Both ship application.
Ludbee product recordsSmaller scale — LightOn: $29.6M market cap, against Freshworks's $3.4B market cap.
Ludbee scale figures · valuation, market cap or revenue estimateAligned comparison
Capability overlap
Shared · 3
Not verified for LightOn · 9
Recorded for Freshworks. LightOn’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Freshworks · 2
Recorded for LightOn. Freshworks’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Freshworks
Application
An AI assistant for human support agents that drafts and rephrases replies, summarizes conversations, translates in 60+ languages, surfaces resolutions from historical tickets, and flags sentiment for prioritization.
An AI analytics product for support and service leaders that detects anomalies in service metrics, raises proactive alerts, runs built-in root cause analysis, and answers questions about performance through a conversational interface.
LightOn
Application
Chat interface deployed inside an organisation that answers from its own documents, hosted in the EU.
No counterpart
Freshworks sells these in a stack layer with no product recorded for LightOn yet — nothing on the other side to compare them against.
AI agent
A no-code autonomous AI agent that resolves customer and employee queries across email, webchat, WhatsApp and social channels in 60+ languages and takes real-time backend actions such as refunds, order updates and booking changes.
Agent platform
A no-code studio for building, deploying, governing and improving custom AI agents that run against Freshservice data, connecting to the CMDB, service catalog and knowledge sources and deploying to the portal, Microsoft Teams and Slack in 40+ languages.
Developer tool
A Visual Studio Code extension that generates Freshworks app code from natural language, converts Figma designs or images into HTML and CSS, performs AI-assisted migrations to newer platform versions, and explains, refactors and security-checks existing code.
Platform
The umbrella AI platform embedded across the Freshworks suites, under which Freshworks ships and separately meters its named products - Freddy AI Agent, Freddy AI Copilot, Freddy AI Insights and Freddy AI Agent Studio.
LightOn sells these in a stack layer with no product recorded for Freshworks yet — nothing on the other side to compare them against.
API service
Retrieval API with parse, extract and retrieve endpoints for building document-grounded applications.