Labelbox
Data labeling & evaluation · https://labelbox.com
Verdict: Hold · Confidence: medium · Reviewed 2026-10-15
Labelbox said on October 14, 2026 that it raised more than $100 million at a $1.25 billion pre-money valuation, reached profitability, and grew more than 5x year over year while working with 90% of leading frontier labs. It did not disclose revenue dollars, so an SMB should treat the new agent product as a pilot.
Rubric
| Dimension | Score (1–5) | Notes & sources |
|---|---|---|
| Real customers & revenue quality Are there named paying customers, recurring revenue, and retention evidence? | 3/5 | Per Labelbox’s Series E post, the company works with 90% of the leading frontier AI labs and hyperscalers and thanks “hundreds of customers.” It says revenue grew more than 5x year over year and that it reached profitability in 2026. Dollar revenue is Unknown.
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| Unit economics Do gross margins survive inference/compute costs? Is pricing durable? | Unknown | Unknown — no public figure found. |
| Moat Proprietary data, distribution, switching costs, or tech that is hard to copy? | 4/5 | Labelbox says it operates labeling software, Horizon reinforcement-learning environments, an expert network of more than 4 million people, and its own agent harness and sandbox infrastructure. That stack is broader than a labeling UI, and labs can still build pieces of it.
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| Platform risk Could a model provider or incumbent ship this as a feature? (higher score = lower risk) | 3/5 | Frontier labs are both the customer and the party that could insource RL environments. The newer Recursion agent product overlaps tools from model labs. The company is more than a wrapper because it says it owns data, environments, and infrastructure.
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| Team & execution Shipping cadence, leadership track record, stability. | 4/5 | Co-founder and CEO Manu Sharma published the October 14, 2026 round and described three product generations, including Recursion Managed Agents opened the prior week. No leadership split was disclosed.
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| Funding vs. traction Is capital raised justified by verifiable traction? | 3/5 | The company disclosed more than $100 million of Series E financing, including a credit facility, at a $1.25 billion pre-money valuation, plus profitability and more than 5x growth. Without a revenue dollar figure, the valuation cannot be checked cleanly. The round is not only equity.
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| Hype signals Demo-driven marketing, vague metrics, valuation outrunning evidence? (higher score = fewer red flags) | 3/5 | The post is a primary disclosure with a valuation, a profitability claim, and a lab-penetration claim. It does not include revenue, and the 90% lab figure is the company’s own wording.
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Listing source: https://labelbox.com. Revenue, users, and valuation figures appear only when publicly sourced; otherwise they are marked unknown.