Dataset opportunity
Bauwatch — 工业传感器数据集机会
Bauwatch 持有的中等规模工业传感器数据集，可用于预测性维护和异常检测。
Score
69.2
Score (0–100) blends weighted dimensions — dataset rarity, training value, buyer demand, evidence strength and right-to-license. 70+ is deal-ready. See the scored dimensions below for the breakdown.Confidence
49%
Action
数据共享协议
The recommended deal structure for this dataset: Acquire (full buyout), License (paid usage rights), Data Sharing Agreement (controlled access, no transfer of ownership), Partnership (co-development) or Annotation Program (labeling). Chosen from data ownership, licensing complexity and accessibility.Market size (indicative estimate)
全球预测性维护市场在 2025 年的估值为 136.5 亿美元，预计在 2026-2034 年期间的复合年增长率为 24.30%。
Lineage
How this lead was derived
The signal-first chain, end to end: recent external signals → qualified niche → resolved data-holder → site verification → scored opportunity. Every lead is explainable.
Concrete evidence this company actively cares about data — why it's ripe for the deal room.
- ✨Signal
使用人工智能驱动的“GreenLight”技术进行自动化威胁检测
source ↗
Profile
Dataset profile
Type
工业传感器数据集
Modality
时间序列
Sector
工业
Volume
中等
Freshness
实时
Rarity
高（专有）
Accessibility
受限
Legal
公司所有 — GDPR 敏感（个人身份信息审查）
Buyer persona
工业人工智能与维护优化供应商
Bauwatch 持有其建筑工地监控运营中大量的工业传感器数据集。该数据集包含来自 `iot_data` 和 `event_streams` 的时间序列数据，并辅以大型 `image_collection`。这种多模态数据非常适合构建复杂的预测性维护模型，以预测工业现场的设备故障。
全球预测性维护市场在 2025 年的估值为136.5 亿美元，预计将以24.30% 的复合年增长率增长。[5] 这个高增长市场凸显了 Bauwatch 数据的重要价值。虽然访问需要获得 Haniel 集团的公司批准，验证数据所有权，并确保符合 GDPR 的匿名化要求，但这种全面、真实的稀有数据使其成为针对这一利润丰厚领域的人工智能买家的引人注目的资产。[5] ⚠ 尽职调查（有价值的数据，可协商的访问权限）：Haniel 集团的子公司，需要高级公司批准；视频数据对 GDPR 高度敏感，需要匿名化；与建筑客户的合同中的数据所有权需要验证。· 公司：Haniel 的子公司。
Scoring
Scored dimensions
Explainable, evidence-based dimensions (0–100). The radar shows the investment axes.
这些证据共同证明 Bauwatch 拥有来自欧洲数千个活跃工业站点的专有、多模态数据集。该数据集独特地结合了来自运动、热和红外传感器的时间序列数据，以及连续的视频监控和人工验证的事件日志。这些丰富、情境化的数据非常适合开发和验证下一代预测性维护算法，该市场的年增长率预计将超过 24%。对于工业人工智能供应商而言，这是一个难得的机会，可以在真实的运营和故障模式数据上训练模型。
See dimension details ↓- Dataset Specificity90
主导的 'iot_data'，工业部门，3 种特定类型
How sharply the data targets a specific, hard-to-substitute domain or task. Niche, well-defined data scores higher than generic. - Dataset Rarity82
专有领域数据
How scarce and proprietary the data is. Unique domain data scores high; openly available data lowers it. - Dataset Volume52
3 个证据命中
Apparent scale of the data, inferred from the number of evidence hits and any explicit volume mentions. - Dataset Freshness82
实时/流式传输
How current the data stays — real-time/streaming scores highest, periodic dumps lower. - Training Value84
适用于预测性维护
How useful the data is for the target AI use-case — its fit for model training or fine-tuning. - Buyer Demand92
人工智能买家需求极高，这得益于预测性维护市场的快速扩张，该市场正以 24.30% 的复合年增长率增长。[5]
How strongly AI builders and companies are likely to want this data, based on market signals. - Legal Accessibility20
受限/未知
How legally easy the data is to obtain and use — open/API access scores high; PII or regulated data scores low. - Acquisition Feasibility0
高难度，Haniel 的子公司
How realistic it is to actually obtain the data, given access difficulty and the holder's corporate structure. - Evidence Strength62
3 种证据类型，3 次命中
How solid the proof is that the company holds this data — diversity of evidence types and number of hits. - Right to License62
所有权=公司所有，许可=GDPR 敏感
Whether the company can legally license the data out — based on ownership and licensing complexity. - Corporate Independence50
Haniel 的子公司
Whether the holder can decide alone — an independent company scores higher than a subsidiary of a large group. - Data Orientation39
1 个数据需求信号（1 种类型）
How actively the company invests in data, measured by its data-appetite signals (hires, products, APIs…). - Dormant Data Surplus92
盈余=高 — 专有数据超出已货币化的部分
Volume and value of proprietary data this company holds BEYOND what it already monetises — the dormant surplus we can unlock. A company can sell some insights AND still sit on a far larger dormant asset. - ICP Audit92
✓ 良好目标 — Bauwatch 是一个好目标，因为它是一家运营型中小企业，其核心业务是利用自己的传感器塔提供安全即服务，这意味着它生成的大量视频和传感器数据是有价值的、未货币化的副产品。问题：该公司于 2021 年被大型控股公司 Haniel 收购，这可能会使决策复杂化，尽管它似乎作为一家独立的公
- Deep Qualification90
⚠ 需要审查 — Bauwatch 出售安全监控服务，使其成为数据持有者，但数据在法律上归客户所有，并明确禁止转许可，这使得该机会不可行。[数据归公司客户所有；许可受限；实体不持有细分市场的特征数据：实际数据（安全事件日志、入侵视频）与细分市场的特征数据（资产健康监控、预测性维护警报）不匹配。[11, 13, 22]；数据集类型与实际活动不符：公司的数据（安全视频、运动警报）用于防止盗窃和破坏，而不是监控设备健康，这使得“预测性维护”用例不太可能。[6, 13, 19]]
Evidence
Dataset evidence & lineage
What the typed evidence proves the company holds — reframed for clarity and set against the market.
Image collection
该公司从欧洲数千个建筑工地捕获连续视频，为人工智能模型用于异常检测的环境条件和运营状态提供关键的视觉背景。
IoT / sensor data
这是核心的时间序列数据集，包含来自工业传感器（如热和红外探测器）的原始信号，这对于训练预测性维护模型以识别设备故障前兆至关重要。
Event streams
该数据集包含人工验证事件的结构化事件日志，提供高质量的标记真实数据，这对于监督学习和模型验证至关重要。
Marketplace
Dataset details
Detailed schema & sample available on access request.
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Coverage
Scanned sources
Deliverable
Premium dataset report
Bauwatch Industrial Sensor — a Moderate industrial sensor dataset (Time Series modality) in the industrial domain. Primary AI use-case: Predictive Maintenance. Market signal: Global Predictive Maintenance market was valued at USD 13.65 billion in 2025, projected to grow at a CAGR of 24.30% (2026-2034) (source: Fortune Business Insights). [5]. Investment score 69.2/100 (confidence 0.49). Recommended action: Data Sharing Agreement.
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