Pendium
Human Archive
Human Archive
Visibility15
Vibe85
Businesses/Artificial Intelligence/Human Archive
Human Archive
AI Visibility & Sentiment

Human Archive

Human Archive is an AI data company focused on archiving physical world data for embodied intelligence applications. They collect real-world task data from humans to train AI systems, positioning themselves at the intersection of robotics, AI, and human motion capture.

Active Monitoring
humanarchive.ai
Artificial IntelligenceYC25-26
AI Visibility Score
15/100

Invisible

Sentiment Score
85/100
AI Perception

Summary

Human Archive functions as a specialized powerhouse within the Claude ecosystem, yet it remains a ghost to the broader AI industry across ChatGPT and Google AI Overviews. While the brand holds a commanding lead in niche robotics research and physical-world data queries, its total absence from enterprise-scale data operations conversations represents a massive disconnect between its technical capability and market visibility.

Value Proposition

Providing curated, real-world physical task data that enables AI systems to understand and replicate human movements and interactions in the physical world.

Overview

Human Archive is an AI data company focused on archiving physical world data for embodied intelligence applications. They collect real-world task data from humans to train AI systems, positioning themselves at the intersection of robotics, AI, and human motion capture.

Mission

Archiving the physical world for embodied intelligence.

Products & Services
Physical world data collection and archivingHuman task performance data for AI trainingEmbodied intelligence datasetsData labeling and curation services
Agent Breakdown

AI Platforms

How often do different AI platforms reference Human Archive?

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Conversation Analysis

Topics

What conversations is Human Archive included in — or excluded from?

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Buyer Personas

Personas

Who does each AI platform recommend Human Archive to, and when?

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Programmatic Testing

Sample Conversations

We programmatically analyze questions that real customers are asking to AI agents and chatbots, extract brand mentions and sentiment, analyze every response, and synthesize the data into an action plan to increase AI visibility.

ChatGPTChatGPTClaudeClaudeGeminiGeminiAI OverviewsAI Overviews
Training Robots For Real World Tasks(2 queries)

“how to get data for training a humanoid robot to do household chores”

0/4 platforms mentioned

ChatGPTChatGPT
1.EPIC-KITCHENS-100
2.Ego4D
3.YCB Object and Model Set
4.RoboNet
5.ShapeNet

+49 more

ClaudeClaude
1.Intel RealSense
2.Azure Kinect
3.Xsens MVN
4.OptiTrack
5.RoboNet

+22 more

GeminiGemini
1.Open X-Embodiment
2.RT-X
3.Google DeepMind
4.BridgeData V2
5.UC Berkeley

+29 more

AI OverviewsAI Overviews
1.NVIDIA Blog
2.DROID
3.TEACh
4.RH20T
5.Humanoid Everyday

+16 more

“where can i find human motion capture datasets for embodied AI training”

2/3 platforms mentioned

ClaudeClaude
1.CMU Motion Capture Database
2.Human Archive
3.AMASS
4.VICON
5.REMI

+1 more

GeminiGemini
1.AMASS
2.Human3.6M
3.MPI-HDM05
4.SFU
5.SMPL
9.Human Archive

+13 more

AI OverviewsAI Overviews
1.AMASS
2.Human3.6M
3.CMU MoCap
4.HUMOTO
5.Nymeria

+11 more

Sourcing Specialized AI Training Datasets(1 query)

“best platforms for human task performance data for ai training”

0/4 platforms mentioned

ChatGPTChatGPT
1.Amazon Mechanical Turk
2.MTurk
3.Prolific
4.Yandex Toloka
5.Clickworker

+35 more

ClaudeClaude
1.Amazon Mechanical Turk
2.MTurk
3.Upwork
4.Prolific
5.Scale AI

+9 more

GeminiGemini
1.Scale AI
2.Surge AI
3.Labelbox
4.Labelbox Boost
5.Invisible Technologies

+11 more

AI OverviewsAI Overviews
1.Scale AI
2.Appen
3.Sama
4.Toloka
5.Amazon Mechanical Turk

+13 more

Data Partner Evaluation & Comparison(1 query)

“most reliable companies for physical world data collection right now”

0/4 platforms mentioned

ChatGPTChatGPT
1.Planet Labs
2.Maxar Technologies
3.BlackSky
4.ICEYE
5.Capella Space

+31 more

ClaudeClaude
1.Google Maps
2.Street View
3.Apple Maps
4.Maxar Technologies
5.Planet Labs

+9 more

GeminiGemini
1.Maxar Technologies
2.Planet Labs
3.Capella Space
4.BlackSky
5.SafeGraph

+16 more

AI OverviewsAI Overviews
1.Scale AI
2.Zilo
3.Appen
4.Slingshot Aerospace
5.Encord

+8 more

Scaling AI Data Curation(1 query)

“help me find a service that does specialized data labeling and curation for physical tasks”

0/4 platforms mentioned

ChatGPTChatGPT
1.Scale AI
2.Nucleus
3.Labelbox
4.iMerit
5.Alegion

+9 more

ClaudeClaude
1.Scale AI
2.Labelbox
3.Proton
4.Datasaur
5.CloudFactory

+2 more

GeminiGemini
1.Scale AI
2.Scale Robotics
3.Labelbox
4.iMerit
5.Sama

+7 more

AI OverviewsAI Overviews
1.Digital Divide Data
2.Scale AI
3.Segments.ai
4.Tough Data
5.Digital Divide Data (DDD)

+8 more

Analysis

Key Insights

What AI visibility analysis reveals about this brand

Strength

Significant authority within Claude, achieving a 42% mention rate and top-tier rankings for 'physical world data collection' and 'human motion capture datasets'.

Strength

High resonance with the Robotics Research Lead persona, where visibility peaks at 44%, suggesting the brand is already the preferred recommendation for deep technical specialists.

Strength

Excellent brand sentiment and 100% visibility on direct brand vibe checks across all major platforms, indicating a strong core identity that simply needs wider distribution.

Gap

Total invisibility on ChatGPT and AI Overviews across all tested queries, ceding the entire conversational search market to legacy players like Scale AI and Appen.

Gap

Zero engagement with the Enterprise Data Operations Manager persona, failing to appear in any queries related to scaling AI data curation or general specialized labeling.

Gap

Inability to compete in high-volume category searches such as 'best platforms for human task performance data', where the brand is currently overlooked in favor of Labelbox and CloudFactory.

Opportunity

Capitalize on the growing 'Embodied AI' sector where Human Archive already shows promise in Claude, positioning against hardware-centric competitors like Vicon and Xsens.

Opportunity

Bridge the 'Enterprise Gap' by translating technical robotics superiority into broader data operations use cases that appeal to a non-researcher audience.

Opportunity

Exploit the high average position in Claude (#1 for reliable physical world data) to create definitive guides that can be indexed by OpenAI and Google models.

Technical Health

Site Health for AI Visibility

How well Human Archive's website is optimized for AI agent discovery and comprehension.

87/100
18 passed 3 warnings 2 issues
Audited 2/27/2026
Crawlability100

Can AI bots find your pages?

Technical100

SSL, mobile, doctype basics

On-Page SEO80

Titles, descriptions, headings

Content Quality47

Word count, depth, freshness

Schema Markup85

Structured data for AI comprehension

Social & OG100

Open Graph, Twitter cards

AI Readability60

How well AI can parse your content

Critical Issues

!

Page has no H1 heading

Add a single H1 tag as the main page heading.

!

Content is too thin

Expand your content to at least 300-500 words with valuable information.

Warnings

!

Title is too short (15 characters)

Expand the title to 50-60 characters with descriptive keywords.

!

Few internal links on this page

Add more internal links to related pages on your site.

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Brand Identity

Brand Voice & Style

How AI perceives Human Archive's communication style and personality

Human Archive communicates with a futuristic, minimalist tone that reflects the cutting-edge nature of embodied AI. The voice is technical yet accessible, speaking to sophisticated AI practitioners while maintaining an air of mystery and innovation. The brand uses concise, impactful statements that convey ambition and purpose without excessive explanation, letting the bold vision speak for itself.

Core Tone Traits

Futuristic & Visionary

Speaks to a transformative future where AI understands the physical world

Minimalist & Precise

Uses few words with maximum impact, avoiding unnecessary elaboration

Technical yet Accessible

Addresses sophisticated concepts in clear, understandable terms

Quietly Confident

Projects authority without being boastful, letting the mission speak for itself

Competitive Landscape

Related Ecosystem

Related products and services that AI mentions in conversations alongside or instead of Human Archive

1Scale AI26 mentions
2Labelbox20 mentions
3Appen13 mentions
4CloudFactory11 mentions
5Vicon10 mentions
6OptiTrack10 mentions
7Xsens10 mentions
8AMASS8 mentions
9Ego4D7 mentions
10MuJoCo7 mentions
11Human Archive6 mentions
Source Intelligence

Citations

Sources that AI assistants cite. Getting featured here improves visibility.

Into the Omniverse: How OpenUSD and Synthetic Data Are ...

https://blogs.nvidia.com/blog/openusd-synthetic-data-for-humanoid-robots/

Referenced in 1 query

Review
New dataset for training household robots to follow human ...

https://www.amazon.science/blog/new-dataset-for-training-household-robots-to-follow-human-commands

Referenced in 1 query

Partner
Humanoid Everyday: A Comprehensive Robotic Dataset for ...

https://arxiv.org/html/2510.08807v1

Referenced in 1 query

Review
AgiBot releases humanoid manipulation dataset to enable ...

https://www.therobotreport.com/agibot-releases-humanoid-manipulation-dataset-to-enable-large-scale-learning/

Referenced in 2 queries

Review
RH20T: A Comprehensive Robotic Dataset for Learning ...

https://rh20t.github.io/

Referenced in 2 queries

Pitch Story
The DROID Dataset | DROID Docs

https://droid-dataset.github.io/droid/the-droid-dataset

Referenced in 1 query

Pitch Story
New Algorithm Teaches Robots Through Human Perspective

https://research.gatech.edu/new-algorithm-teaches-robots-through-human-perspective

Referenced in 1 query

Review
Teaching Robots to Tackle Household Chores

https://developer.nvidia.com/blog/teaching-robots-to-tackle-household-chores/

Referenced in 1 query

Review
How to train a robot with motion capture - Xsens.com

https://www.xsens.com/resources/blog/how-to-train-a-robot-with-motion-capture

Referenced in 1 query

Review
RoboTurk - Crowdsourcing Robotics

https://roboturk.stanford.edu/

Referenced in 1 query

Review
Machine Learning for Household Chores

https://resources.pcb.cadence.com/blog/machine-learning-for-household-chores-2

Referenced in 1 query

Review
This new system can teach a robot a simple household task ...

https://www.technologyreview.com/2023/12/14/1085231/new-system-teach-robot-household-task/

Referenced in 1 query

Review
Content Engineering

Recommended Actions

!

Execute an LLM-targeted technical documentation overhaul to penetrate ChatGPT's knowledge base.

With 0% visibility on ChatGPT, Human Archive is missing the primary entry point for AI developers; structured, crawlable technical data is required to fix this.

Impact: High
!

Develop and publish 'Comparison Hubs' targeting the 'Data Partner Evaluation' query category.

Competitors like Scale AI dominate this space despite Human Archive's superior specialized data; the brand needs to explicitly claim its space in the evaluation phase.

Impact: High
~

Pivot content strategy to target the 'Enterprise Data Operations Manager' persona with scalability-focused messaging.

Current visibility is trapped in the research lab; moving to enterprise-level queries is essential for capturing high-value commercial contracts.

Impact: Medium
~

Optimize for 'Embodied AI' and 'Humanoid Robotics' keywords within Google's Search Generative Experience (AI Overviews).

Human Archive has the technical right-to-win in these specific niches where legacy labeling firms are weak, but currently lacks the SEO footprint to appear in AI Overviews.

Impact: Medium

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Data generated by Pendium.ai AI visibility scanning. Last scanned February 27, 2026.

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