Forge Automation vs Hermes Robotics

Side-by-side comparison of AI visibility scores, market position, and capabilities

Hermes Robotics leads in AI visibility (43 vs 28)

Forge Automation

EmergingRobotics

General

Toronto YC-backed on-demand CNC machined parts factory (founded 2022); Foundry auto-toolpath software delivering custom metal parts in 4 days to Fortune 10 and startups competing with Xometry for rapid prototyping manufacturing.

AI VisibilityBeta
Overall Score
D28
Category Rank
#254 of 1167
AI Consensus
44%
Trend
stable
Per Platform
ChatGPT
28
Perplexity
39
Gemini
20

About

Forge Automation is a Toronto, Ontario-based on-demand CNC machined parts manufacturer — backed by Y Combinator — delivering custom precision metal parts in 4 days or less through software-enabled automated factories that eliminate the weeks-long lead times of traditional machine shops. Founded in 2022 by co-founders Timothy Seto (CEO, University of Waterloo, former Apple/Formlabs/iRobot intern with 10+ years machining experience) and Walter Raftus (CTO, AI and Mechatronics Engineering at Waterloo, former NVIDIA/Trexo Robotics/Intel intern), who met at the Canada Wide Science Fair and launched the company immediately after graduation. Forge's proprietary Foundry software automatically generates machine-ready toolpaths from engineer-uploaded CAD models with manufacturing intent, bypassing traditional technical drawing workflows. Forge has shipped thousands of parts to engineers across North America, serving Fortune 10 companies to early-stage hardware startups. Two service tiers: Forge On-Demand (order custom parts through the online platform) and Forge Reserve Machines (dedicated CNC mills with maintenance and machinists for companies needing guaranteed 4-day SLA production capacity).

Full profile

Hermes Robotics

EmergingManufacturing

General

Autonomous mobile robot company for warehouse automation; flexible AMR-based fulfillment systems that adapt to changing product mixes without fixed infrastructure.

AI VisibilityBeta
Overall Score
C43
Category Rank
#1040 of 1167
AI Consensus
60%
Trend
stable
Per Platform
ChatGPT
46
Perplexity
43
Gemini
41

About

Hermes Robotics is an autonomous mobile robot (AMR) and warehouse automation company developing robots and software for logistics and fulfillment operations in warehouses, distribution centers, and manufacturing facilities. The company builds ground-based autonomous robots capable of transporting goods, fulfilling orders, and navigating dynamic warehouse environments alongside human workers, with software for fleet management and warehouse orchestration.

Full profile

AI Visibility Head-to-Head

28
Overall Score
43
#254
Category Rank
#1040
44
AI Consensus
60
stable
Trend
stable
28
ChatGPT
46
39
Perplexity
43
20
Gemini
41
21
Claude
34
39
Grok
52

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