Analysis
Website
Labelbox
Analysis
Website
Labelbox
Analysis
Website
Labelbox
Published on
2026-03-24
For
Labelbox
Score
19
Training data platform for AI data factory operations. Founded 2018 by Manu Sharma (CEO), Brian Rieger (COO), and Dan Rasmuson — ex-aeronautics engineers who built ML tools before founding Labelbox. Products: Labelbox Platform (annotation tools for images, video, text, audio, geospatial — model-assisted labeling, active learning, pre-labeling, 80% reduction in human effort), Alignerr (expert network for AI training data — curated human experts matched to specific domain and data type), Data Ops Python SDK. February 10, 2026: Upcraft acquisition (AI-powered sales automation integrated into Alignerr). Enterprise customers: Walmart, P&G, Genentech, Adobe, NASA/JPL (Cape Analytics, Newmetrix also confirmed). Funding: $189M total ($110M Series D, January 2022, SoftBank Vision Fund lead — last round 38+ months ago). Investors: SoftBank, Andreessen Horowitz, B Capital, Google Gradient Ventures, Databricks Ventures, Kleiner Perkins. 144 employees. Independent — no acquisition overhang (direct Scale AI alternative post-Meta deal).
Market
AI Data Annotation / Training Data Platform / Data Factory Operations / AI Workforce Platform / Enterprise AI Data
Audience
ML engineers and data science leads at Fortune 500 companies building production AI systems across retail, pharma, CPG, creative software, and government; annotation team managers needing model-assisted labeling with active learning; enterprise AI teams evaluating Scale AI alternatives post-Meta acquisition
HQ
San Francisco, CA, USA
Content
5
Content
8
Content
10
Content
13
Content
16
Content
20
Strategy
24
SEO
27
Content
30
Freshness
33
Content
Walmart + P&G + Genentech + Adobe + NASA/JPL — Fortune 500 Anchor Customers Not in Hero
Score
5
Severity
High
Finding
G2 confirms: 'the platform is used by Fortune 500 enterprises such as Walmart, P&G, Genentech, and Adobe.' CBInsights confirms: 'NASA / Jet Propulsion Laboratory' as a customer. Walmart, P&G, Genentech, Adobe, and NASA/JPL span retail, CPG, pharma, creative software, and space exploration — five distinct enterprise verticals validating horizontal platform applicability.
Recommendation
Feature the enterprise anchors: '[Walmart] [P&G] [Genentech] [Adobe] [NASA/JPL] — Fortune 500 companies across five industries trust Labelbox with their most critical AI training data. [See our customers →]'
Content
Walmart + P&G + Genentech + Adobe + NASA/JPL — Fortune 500 Anchor Customers Not in Hero
Score
5
Severity
High
Finding
G2 confirms: 'the platform is used by Fortune 500 enterprises such as Walmart, P&G, Genentech, and Adobe.' CBInsights confirms: 'NASA / Jet Propulsion Laboratory' as a customer. Walmart, P&G, Genentech, Adobe, and NASA/JPL span retail, CPG, pharma, creative software, and space exploration — five distinct enterprise verticals validating horizontal platform applicability.
Recommendation
Feature the enterprise anchors: '[Walmart] [P&G] [Genentech] [Adobe] [NASA/JPL] — Fortune 500 companies across five industries trust Labelbox with their most critical AI training data. [See our customers →]'
Content
Walmart + P&G + Genentech + Adobe + NASA/JPL — Fortune 500 Anchor Customers Not in Hero
Score
5
Severity
High
Finding
G2 confirms: 'the platform is used by Fortune 500 enterprises such as Walmart, P&G, Genentech, and Adobe.' CBInsights confirms: 'NASA / Jet Propulsion Laboratory' as a customer. Walmart, P&G, Genentech, Adobe, and NASA/JPL span retail, CPG, pharma, creative software, and space exploration — five distinct enterprise verticals validating horizontal platform applicability.
Recommendation
Feature the enterprise anchors: '[Walmart] [P&G] [Genentech] [Adobe] [NASA/JPL] — Fortune 500 companies across five industries trust Labelbox with their most critical AI training data. [See our customers →]'
Content
Upcraft Acquisition (February 10, 2026) + Alignerr Integration — Most Recent M&A Not in Hero
Score
8
Severity
High
Finding
PitchBook confirms: 'Labelbox's most recent deal was a Buyout/LBO with Upcraft. The deal was made on 10-Feb-2026.' And PrivSource: 'Labelbox acquired Upcraft, an AI-powered sales automation startup, to integrate Upcraft's agentic sales automation technology into Alignerr.' 41 days old. Integrating agentic sales automation into Alignerr (Labelbox's expert labeler network) signals Labelbox is building a complete AI data workforce platform.
Recommendation
Feature the Upcraft acquisition: 'Labelbox acquires Upcraft (February 2026): Integrating agentic sales automation into Alignerr — our expert network for AI training data. Smarter matching. Faster deployment. Better annotators for every project. [Learn more →]'
Content
Upcraft Acquisition (February 10, 2026) + Alignerr Integration — Most Recent M&A Not in Hero
Score
8
Severity
High
Finding
PitchBook confirms: 'Labelbox's most recent deal was a Buyout/LBO with Upcraft. The deal was made on 10-Feb-2026.' And PrivSource: 'Labelbox acquired Upcraft, an AI-powered sales automation startup, to integrate Upcraft's agentic sales automation technology into Alignerr.' 41 days old. Integrating agentic sales automation into Alignerr (Labelbox's expert labeler network) signals Labelbox is building a complete AI data workforce platform.
Recommendation
Feature the Upcraft acquisition: 'Labelbox acquires Upcraft (February 2026): Integrating agentic sales automation into Alignerr — our expert network for AI training data. Smarter matching. Faster deployment. Better annotators for every project. [Learn more →]'
Content
Upcraft Acquisition (February 10, 2026) + Alignerr Integration — Most Recent M&A Not in Hero
Score
8
Severity
High
Finding
PitchBook confirms: 'Labelbox's most recent deal was a Buyout/LBO with Upcraft. The deal was made on 10-Feb-2026.' And PrivSource: 'Labelbox acquired Upcraft, an AI-powered sales automation startup, to integrate Upcraft's agentic sales automation technology into Alignerr.' 41 days old. Integrating agentic sales automation into Alignerr (Labelbox's expert labeler network) signals Labelbox is building a complete AI data workforce platform.
Recommendation
Feature the Upcraft acquisition: 'Labelbox acquires Upcraft (February 2026): Integrating agentic sales automation into Alignerr — our expert network for AI training data. Smarter matching. Faster deployment. Better annotators for every project. [Learn more →]'
Content
Alignerr — Expert Network for AI Training Data — Labelbox's Most Differentiating Product — Not in Hero
Score
10
Severity
High
Finding
PrivSource confirms Alignerr as Labelbox's expert network for AI training data. Alignerr is Labelbox's strategic expansion from software platform to managed data workforce — combining annotation tools with a curated human expert network.
Recommendation
Feature Alignerr: 'Alignerr: Labelbox's expert network for AI training data. The best annotation platform plus the best annotators — in one product. Not crowdsource. Not offshore. Expert humans matched to your specific domain and data type. [Meet Alignerr →]'
Content
Alignerr — Expert Network for AI Training Data — Labelbox's Most Differentiating Product — Not in Hero
Score
10
Severity
High
Finding
PrivSource confirms Alignerr as Labelbox's expert network for AI training data. Alignerr is Labelbox's strategic expansion from software platform to managed data workforce — combining annotation tools with a curated human expert network.
Recommendation
Feature Alignerr: 'Alignerr: Labelbox's expert network for AI training data. The best annotation platform plus the best annotators — in one product. Not crowdsource. Not offshore. Expert humans matched to your specific domain and data type. [Meet Alignerr →]'
Content
Alignerr — Expert Network for AI Training Data — Labelbox's Most Differentiating Product — Not in Hero
Score
10
Severity
High
Finding
PrivSource confirms Alignerr as Labelbox's expert network for AI training data. Alignerr is Labelbox's strategic expansion from software platform to managed data workforce — combining annotation tools with a curated human expert network.
Recommendation
Feature Alignerr: 'Alignerr: Labelbox's expert network for AI training data. The best annotation platform plus the best annotators — in one product. Not crowdsource. Not offshore. Expert humans matched to your specific domain and data type. [Meet Alignerr →]'
Content
SoftBank + Andreessen Horowitz + Google Gradient Ventures + Databricks Ventures — Investor Credibility Not in Hero
Score
13
Severity
Medium
Finding
G2 confirms: 'Backed by leading investors including SoftBank, Andreessen Horowitz, B Capital, Gradient Ventures (Google's AI-focused fund), and Databricks Ventures.' $189M total from these investors is an exceptional backing for an annotation platform.
Recommendation
Feature investor credibility: 'Backed by SoftBank Vision Fund · Andreessen Horowitz · Google Gradient Ventures · Databricks Ventures · B Capital. When the firms that back the world's AI leaders invest in the data platform, the signal is clear. [Our investors →]'
Content
SoftBank + Andreessen Horowitz + Google Gradient Ventures + Databricks Ventures — Investor Credibility Not in Hero
Score
13
Severity
Medium
Finding
G2 confirms: 'Backed by leading investors including SoftBank, Andreessen Horowitz, B Capital, Gradient Ventures (Google's AI-focused fund), and Databricks Ventures.' $189M total from these investors is an exceptional backing for an annotation platform.
Recommendation
Feature investor credibility: 'Backed by SoftBank Vision Fund · Andreessen Horowitz · Google Gradient Ventures · Databricks Ventures · B Capital. When the firms that back the world's AI leaders invest in the data platform, the signal is clear. [Our investors →]'
Content
SoftBank + Andreessen Horowitz + Google Gradient Ventures + Databricks Ventures — Investor Credibility Not in Hero
Score
13
Severity
Medium
Finding
G2 confirms: 'Backed by leading investors including SoftBank, Andreessen Horowitz, B Capital, Gradient Ventures (Google's AI-focused fund), and Databricks Ventures.' $189M total from these investors is an exceptional backing for an annotation platform.
Recommendation
Feature investor credibility: 'Backed by SoftBank Vision Fund · Andreessen Horowitz · Google Gradient Ventures · Databricks Ventures · B Capital. When the firms that back the world's AI leaders invest in the data platform, the signal is clear. [Our investors →]'
Content
Series D $110M (January 2022) — Most Recent Funding 3+ Years Old — Funding Gap Signal
Score
16
Severity
High
Finding
All sources confirm Labelbox's last funding round was $110M Series D in January 2022 — 38+ months ago. Post-Scale AI/Meta deal, enterprise buyers are re-evaluating their annotation platform dependencies and scrutinizing vendor longevity.
Recommendation
Address the funding gap: Publish a company update: 'Labelbox in 2025-2026: Why we focused on revenue growth instead of fundraising. Walmart, P&G, Genentech, Adobe, NASA — our business is built on customer success, not funding headlines. [Our 2026 state of the business →]'
Content
Series D $110M (January 2022) — Most Recent Funding 3+ Years Old — Funding Gap Signal
Score
16
Severity
High
Finding
All sources confirm Labelbox's last funding round was $110M Series D in January 2022 — 38+ months ago. Post-Scale AI/Meta deal, enterprise buyers are re-evaluating their annotation platform dependencies and scrutinizing vendor longevity.
Recommendation
Address the funding gap: Publish a company update: 'Labelbox in 2025-2026: Why we focused on revenue growth instead of fundraising. Walmart, P&G, Genentech, Adobe, NASA — our business is built on customer success, not funding headlines. [Our 2026 state of the business →]'
Content
Series D $110M (January 2022) — Most Recent Funding 3+ Years Old — Funding Gap Signal
Score
16
Severity
High
Finding
All sources confirm Labelbox's last funding round was $110M Series D in January 2022 — 38+ months ago. Post-Scale AI/Meta deal, enterprise buyers are re-evaluating their annotation platform dependencies and scrutinizing vendor longevity.
Recommendation
Address the funding gap: Publish a company update: 'Labelbox in 2025-2026: Why we focused on revenue growth instead of fundraising. Walmart, P&G, Genentech, Adobe, NASA — our business is built on customer success, not funding headlines. [Our 2026 state of the business →]'
Content
Model-Assisted Labeling + Active Learning — Core ML-Native Differentiator Not in Hero
Score
20
Severity
Medium
Finding
VentureBeat confirms: 'active learning, which dynamically prioritizes data labeling queues' and 'pre-labeling, where unlabeled data is initially seeded with machine learning model predictions.' Model-assisted labeling is Labelbox's core technical differentiator — it's how the platform reduces human effort by 80%.
Recommendation
Feature the ML-native approach: '80% less human effort in annotation. Labelbox pre-labels your data with your own models, then prioritizes the examples where model confidence is lowest — so your human experts spend time only where they add the most value. [See how it works →]'
Content
Model-Assisted Labeling + Active Learning — Core ML-Native Differentiator Not in Hero
Score
20
Severity
Medium
Finding
VentureBeat confirms: 'active learning, which dynamically prioritizes data labeling queues' and 'pre-labeling, where unlabeled data is initially seeded with machine learning model predictions.' Model-assisted labeling is Labelbox's core technical differentiator — it's how the platform reduces human effort by 80%.
Recommendation
Feature the ML-native approach: '80% less human effort in annotation. Labelbox pre-labels your data with your own models, then prioritizes the examples where model confidence is lowest — so your human experts spend time only where they add the most value. [See how it works →]'
Content
Model-Assisted Labeling + Active Learning — Core ML-Native Differentiator Not in Hero
Score
20
Severity
Medium
Finding
VentureBeat confirms: 'active learning, which dynamically prioritizes data labeling queues' and 'pre-labeling, where unlabeled data is initially seeded with machine learning model predictions.' Model-assisted labeling is Labelbox's core technical differentiator — it's how the platform reduces human effort by 80%.
Recommendation
Feature the ML-native approach: '80% less human effort in annotation. Labelbox pre-labels your data with your own models, then prioritizes the examples where model confidence is lowest — so your human experts spend time only where they add the most value. [See how it works →]'
Strategy
Scale AI Alternative — Post-Meta Deal — Positioning Opportunity Not Captured
Score
24
Severity
High
Finding
Post-Scale AI/Meta deal (June 2025), enterprise buyers need independent alternatives. Labelbox is one of the primary Scale AI alternatives — $189M raised, Fortune 500 customers, SoftBank-backed, with no acquisition overhang.
Recommendation
Capture the Scale AI alternative position: 'Labelbox: 100% independent data platform. No Meta overhang. No conflict of interest serving competing AI labs. $189M raised from SoftBank, a16z, and Google. Fortune 500 customers. [Why Labelbox →]'
Strategy
Scale AI Alternative — Post-Meta Deal — Positioning Opportunity Not Captured
Score
24
Severity
High
Finding
Post-Scale AI/Meta deal (June 2025), enterprise buyers need independent alternatives. Labelbox is one of the primary Scale AI alternatives — $189M raised, Fortune 500 customers, SoftBank-backed, with no acquisition overhang.
Recommendation
Capture the Scale AI alternative position: 'Labelbox: 100% independent data platform. No Meta overhang. No conflict of interest serving competing AI labs. $189M raised from SoftBank, a16z, and Google. Fortune 500 customers. [Why Labelbox →]'
Strategy
Scale AI Alternative — Post-Meta Deal — Positioning Opportunity Not Captured
Score
24
Severity
High
Finding
Post-Scale AI/Meta deal (June 2025), enterprise buyers need independent alternatives. Labelbox is one of the primary Scale AI alternatives — $189M raised, Fortune 500 customers, SoftBank-backed, with no acquisition overhang.
Recommendation
Capture the Scale AI alternative position: 'Labelbox: 100% independent data platform. No Meta overhang. No conflict of interest serving competing AI labs. $189M raised from SoftBank, a16z, and Google. Fortune 500 customers. [Why Labelbox →]'
SEO
'Scale AI Alternative' / 'Labelbox vs Encord' / 'Enterprise Data Annotation Platform' — Category Terms
Score
27
Severity
Low
Finding
Labelbox's primary search terms: 'Scale AI alternative enterprise annotation,' 'Labelbox vs Encord comparison,' 'Fortune 500 data labeling platform,' 'annotation platform with model-assisted labeling.' These come from ML platform leads evaluating annotation platforms, especially post-Scale AI/Meta deal.
Recommendation
Create comparison content: labelbox.com/vs-scale-ai. 'Labelbox vs. Scale AI: Scale AI is now 49% owned by Meta — its independence is compromised for companies that compete with Meta. Labelbox is 100% independent, SoftBank and a16z-backed, with no conflicts of interest. If your AI competes with Meta's products, Labelbox is the obvious choice.'
SEO
'Scale AI Alternative' / 'Labelbox vs Encord' / 'Enterprise Data Annotation Platform' — Category Terms
Score
27
Severity
Low
Finding
Labelbox's primary search terms: 'Scale AI alternative enterprise annotation,' 'Labelbox vs Encord comparison,' 'Fortune 500 data labeling platform,' 'annotation platform with model-assisted labeling.' These come from ML platform leads evaluating annotation platforms, especially post-Scale AI/Meta deal.
Recommendation
Create comparison content: labelbox.com/vs-scale-ai. 'Labelbox vs. Scale AI: Scale AI is now 49% owned by Meta — its independence is compromised for companies that compete with Meta. Labelbox is 100% independent, SoftBank and a16z-backed, with no conflicts of interest. If your AI competes with Meta's products, Labelbox is the obvious choice.'
SEO
'Scale AI Alternative' / 'Labelbox vs Encord' / 'Enterprise Data Annotation Platform' — Category Terms
Score
27
Severity
Low
Finding
Labelbox's primary search terms: 'Scale AI alternative enterprise annotation,' 'Labelbox vs Encord comparison,' 'Fortune 500 data labeling platform,' 'annotation platform with model-assisted labeling.' These come from ML platform leads evaluating annotation platforms, especially post-Scale AI/Meta deal.
Recommendation
Create comparison content: labelbox.com/vs-scale-ai. 'Labelbox vs. Scale AI: Scale AI is now 49% owned by Meta — its independence is compromised for companies that compete with Meta. Labelbox is 100% independent, SoftBank and a16z-backed, with no conflicts of interest. If your AI competes with Meta's products, Labelbox is the obvious choice.'
Content
CAPE Analytics + Newmetrix — Domain-Specific Customer Use Cases Not in Hero
Score
30
Severity
Low
Finding
CBInsights confirms CAPE Analytics and Newmetrix as customers. CAPE Analytics uses AI for property intelligence (insurance), Newmetrix uses AI for construction safety. These specialized domain use cases signal Labelbox's ability to serve non-tech-company enterprise buyers.
Recommendation
Feature domain-specific use cases: 'Labelbox across industries: Property intelligence (CAPE Analytics) · Construction safety (Newmetrix) · Drug discovery (Genentech) · Space exploration (NASA/JPL). Whatever your AI needs to see, Labelbox helps you teach it. [See industry use cases →]'
Content
CAPE Analytics + Newmetrix — Domain-Specific Customer Use Cases Not in Hero
Score
30
Severity
Low
Finding
CBInsights confirms CAPE Analytics and Newmetrix as customers. CAPE Analytics uses AI for property intelligence (insurance), Newmetrix uses AI for construction safety. These specialized domain use cases signal Labelbox's ability to serve non-tech-company enterprise buyers.
Recommendation
Feature domain-specific use cases: 'Labelbox across industries: Property intelligence (CAPE Analytics) · Construction safety (Newmetrix) · Drug discovery (Genentech) · Space exploration (NASA/JPL). Whatever your AI needs to see, Labelbox helps you teach it. [See industry use cases →]'
Content
CAPE Analytics + Newmetrix — Domain-Specific Customer Use Cases Not in Hero
Score
30
Severity
Low
Finding
CBInsights confirms CAPE Analytics and Newmetrix as customers. CAPE Analytics uses AI for property intelligence (insurance), Newmetrix uses AI for construction safety. These specialized domain use cases signal Labelbox's ability to serve non-tech-company enterprise buyers.
Recommendation
Feature domain-specific use cases: 'Labelbox across industries: Property intelligence (CAPE Analytics) · Construction safety (Newmetrix) · Drug discovery (Genentech) · Space exploration (NASA/JPL). Whatever your AI needs to see, Labelbox helps you teach it. [See industry use cases →]'
Freshness
Upcraft Acquisition February 2026 + Alignerr Expert Network — Both Recent — Not in Hero
Score
33
Severity
Low
Finding
The Upcraft acquisition (February 10, 2026, 41 days ago) and Alignerr expert network are the two most strategically significant recent developments.
Recommendation
Update the hero: 'February 2026 — Upcraft acquired, integrating agentic automation into Alignerr · Alignerr: expert humans + Labelbox platform · Walmart, P&G, Genentech, Adobe, NASA. [See what's new →]'
Freshness
Upcraft Acquisition February 2026 + Alignerr Expert Network — Both Recent — Not in Hero
Score
33
Severity
Low
Finding
The Upcraft acquisition (February 10, 2026, 41 days ago) and Alignerr expert network are the two most strategically significant recent developments.
Recommendation
Update the hero: 'February 2026 — Upcraft acquired, integrating agentic automation into Alignerr · Alignerr: expert humans + Labelbox platform · Walmart, P&G, Genentech, Adobe, NASA. [See what's new →]'
Freshness
Upcraft Acquisition February 2026 + Alignerr Expert Network — Both Recent — Not in Hero
Score
33
Severity
Low
Finding
The Upcraft acquisition (February 10, 2026, 41 days ago) and Alignerr expert network are the two most strategically significant recent developments.
Recommendation
Update the hero: 'February 2026 — Upcraft acquired, integrating agentic automation into Alignerr · Alignerr: expert humans + Labelbox platform · Walmart, P&G, Genentech, Adobe, NASA. [See what's new →]'