把公开网页信号转化为可复核的另类数据。
围绕公开公司、市场、新闻、产品和运营信号构建有明确来源边界的研究与监测工作流。
WORKFLOWS
围绕真实业务问题构建可验证的数据工作流。
从明确的数据源、Schema、新鲜度和验收标准开始，而不是从夸大的通用成功率开始。
Company monitoring
Track selected public company pages, releases, hiring, pricing, or product signals over time.
News & event research
Discover relevant public articles, acquire source content, and structure events with source links.
Market intelligence
Combine approved public sources into repeatable observations for research and analytical workflows.
METHOD
把范围、采集、结构化、验证和交付分成可检查步骤。
每一步都保留上下文与失败状态，便于复核和持续改进。
Approve
Define permitted sources, data fields, retention rules, and intended use.
Collect
Acquire public observations on the required cadence with source metadata attached.
Normalize
Map heterogeneous source formats into a stable research schema.
Validate
Check completeness, consistency, freshness, and source-specific exceptions.
Deliver
Send accepted records to research, BI, databases, or analytical systems.
QUALITY
用证据衡量质量，而不是用一个通用百分比。
当有带日期和样本范围的基准证据时，再发布对应质量指标；否则明确保留不确定性。
Source provenance
Keep the public source URL and collection time behind each observation.
Schema stability
Normalize fields without erasing the source context needed to audit them.
Compliance boundaries
Use approved public sources and workflow-specific policy controls instead of treating all visible data as unrestricted.
从一个可测量的试点开始。
明确数据源、Schema、频率和验收标准，再根据真实结果扩大范围。