WebGlyphs JSON Data: Use Cases
What You Get
Each JSON file contains strategic analysis fragments linked to source material via hexadecimal identifiers, with complete provenance (filing date, fiscal year, document type). Coverage spans 5 years of historical data, with new filings processed within minutes of SEC publication.
This creates a bidirectional knowledge graph: every strategic claim traces to verifiable source material.
Data Structure Example
Show data structure
{
"audit_trail_id" : "INTC_Audit_Links_20251229",
"company" : {
"name" : "Intel Corporation",
"ticker" : "INTC"
},
"copyright" : " 2026 WebGlyphs. All rights reserved ",
"evidence_count" : 222,
"generated" : "December 29, 2025",
"sys_version" : "WebGlyphs Analytics v4.01",
"time_period" : {
"end" : "December 29, 2025",
"start" : "January 14, 2021"
},
"vdata" : [
{
"fragments" : [
{
"fragment" : "Executing this complex transformation has required a multi-year corporate overhaul within a high-risk operational environment. The effort began with a leadership change in early 2021, with Patrick Gelsinger replacing Robert Swan as CEO, signaling a **shift back to a technology- and engineering-centric model**",
"nquote" : "106",
"paragraph" : 32
}
],
"snip" : {
"FY" : "2021",
"date" : "2021-01-14",
"hexid" : "57f17ac2e5f4737a",
"snippet" : "Gelsinger served as President and Chief Operating Officer EMC Information Infrastructure Products at EMC from September 2009 to August 2012. Gelsinger joined EMC from Intel where he spent 30 years including serving as Senior Vice President and Co General Manager of Intel s Digital Enterprise Group from 2005 to September 2009 serving as Intel s Senior Vice President Chief Technology Officer from 2002 to 2005 and leading Intel s Desktop Products Group prior to that.",
"source" : "8-K"
}
},
...
{
"fragments" : [
{
"fragment" : "A primary threat is the vertical integration of key customers, particularly large cloud service providers (CSPs), who are developing their own custom silicon",
"nquote" : "35",
"paragraph" : 10
},
{
"fragment" : "Intel's trajectory is one of radical transformation, a bet-the-company response to a crisis of manufacturing execution. The company has embarked on the IDM 2.0 strategy to reclaim leadership in an industry reshaped by fabless competitors, vertically integrated customers, and the dominance of AI workloads",
"nquote" : "122",
"paragraph" : 37
}
],
"snip" : {
"FY" : "2022",
"date" : "2021-01-22",
"hexid" : "14bf07f13ecdbefb",
"snippet" : "We are operating in an increasingly competitive environment and to the extent we do not execute effectively across these factors our competitive position and market segment share may be adversely affected. Some cloud service provider customers have also internally developed and may continue to develop their own semiconductors including designs customized for their specific computing workloads.",
"source" : "10-K"
}
},
...
Every analytical statement connects to verifiable source material through hexadecimal identifiers.
Practical Applications
Thematic Research: Track strategic themes across companies and time. Identify who announced strategies first, who followed, who abandoned approaches. Hexids enable instant drill-through to source text.
Backtesting & Signals: Test whether strategic language predicts performance. Link claims to subsequent financial outcomes. Apply validated patterns to new filings for real-time signal generation.
RAG Knowledge Base: Structured corpus for Retrieval-Augmented Generation systems. Query strategic intelligence with complete provenance rather than relying on LLM "knowledge." Solves hallucination through source-grounded retrieval.
Competitive Intelligence: Compare strategic positioning across entire sectors with consistent extraction methodology. Identify convergence vs. divergence in strategic approaches.
Strategic Shift Detection: Monitor changes in corporate language. Flag inflection points (e.g., "manufacturing strategy language changed 40% from prior quarter") before market consensus catches up.
Performance Attribution: Quantify companies' strategic focus mix and correlate with financial outcomes. Test which strategic postures generate alpha in different market conditions.
Who Uses This
- Quantitative funds building factor models from strategic language patterns
- AI/fintech startups requiring verified, source-grounded training data
- Research firms producing systematic competitive intelligence
- Capital allocators monitoring portfolio company strategic shifts
Note: JSON files are included with intelligence report purchases to enable independent verification and programmatic analysis.
Inquiries: webglyphs@gmail.com