The 12 closest competitors and alternatives to FLock.io among ai/ml companies — ranked by similarity to what FLock.io actually does, not by market-cap band.
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FLock.io is a decentralized AI platform that uses federated learning to let organizations and individuals collaboratively train machine-learning models without directly sharing their underlying data. It serves AI developers, data owners, and organizations seeking privacy-preserving model training, with blockchain-based incentives and coordination.
FLock.io is an ai/ml company. It has raised at least $9M across the 2 funding rounds on record. Its most recent funding round, Seed, raised $3M in December 2024. Xcout tracks 1 named person at FLock.io, including Jiahao Sun (CEO). Xcout recorded 10 job postings from FLock.io in the last 90 days.
At least $9M raised across the 2 rounds on record. Every round on record:
| Date | Round | Amount | Investors |
|---|---|---|---|
| Seed | $3M | 14 named | |
| Seed | $6M | — |
Who invested in each round, lead investors, valuations and the co-investor graph — open the full funding history →
Xcout recorded 10 job postings from FLock.io in the last 90 days, from a hiring record Xcout has kept since August 2026.
The weekly hiring trend, the roles and locations behind it — see FLock.io's hiring signals →
Ranked by semantic similarity — how close each company is to FLock.io by what it does, using Xcout's live company graph. Click any company for its full profile, or its competitor set.
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Apheris provides privacy-preserving data collaboration infrastructure that enables companies to analyze and generate insights from sensitive data without directly exchanging the underlying raw data. It serves enterprises and data partners seeking to collaborate across organizational boundaries, including use cases in sectors such as consumer goods, retail, and life sciences.
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DatologyAI develops AI-powered tools for curating, analyzing, and optimizing training data for machine-learning and foundation models. It serves AI researchers and organizations building or improving large-scale models by helping them identify high-quality data and make datasets more useful.
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Flower provides a full-stack platform for collaborative and federated AI, enabling organizations to build decentralized AI networks where participants retain control over their data. Its products include the Flower SuperGrid for federated AI infrastructure, alongside upcoming offerings such as collaborative AI agents and large language models, serving AI developers and enterprises across various industries.
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Flower Labs AB provides a full-stack platform for collaborative and federated artificial intelligence, enabling organizations to train and fine-tune machine learning models across decentralized data sources without centralizing the data. Its core offerings include the Flower SuperGrid for federated AI, along with upcoming tools such as collaborative AI agents and large language models, serving AI developers and enterprises across various industries.
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Sherpa.ai is a company headquartered in Erandio, Spain, with 14 employees. It provides the first SaaS platform for privacy-preserving AI deployments through Federated Learning, aiming to maximize the value of data and AI.
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Hyperbolic Labs, Inc. operates a decentralized AI cloud and GPU-compute marketplace that aggregates distributed computing resources. It serves AI developers, researchers, and organizations needing on-demand GPU capacity for model training and inference.
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Hyra Inc. provides a decentralized AI infrastructure network that utilizes blockchain technology and distributed nodes to deliver community-owned computing power. The platform offers software development kits, inference toolkits, and GPU-native infrastructure designed to help individuals, enterprises, and nations run AI workloads without relying on centralized cloud providers.
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OpenTrain AI operates a talent network and platform that connects artificial intelligence companies with pre-vetted domain experts for tasks such as data labeling, RLHF, red teaming, and model evaluation.
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Sobek AI provides an infrastructure and control layer platform that enables secure, cross-boundary collaboration for AI agents and human users. The company serves government health programs, emergency response organizations, and life science research and development sectors by managing data access, know-how, and tool sharing while respecting organizational sovereignty and usage policies.
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