SEC Redline · Structural Diff

Companies edit their filings.We isolate the edits.

A 10-K is two hundred pages, of which one hundred ninety-four are identical to last year. The signal lives in the six that changed: the risk factor that appeared, the single-source foundry warning, the segment revenue breakdown. Convexity redlines filings sentence-by-sentence and grades every 8-K on statutory severity.

5 sectionsItem sections isolated and diffed
0% LLMdeterministic string diff, zero hallucination
8 codes8-K statutory item severity classes
Table levelprovenance preserved on financial grids
Ingest · Redline · Grade

Reading a filing is not the job. Isolating the delta is.

Keyword search locates sentences you already knew to ask for. It cannot alert you that a key sentence was silently altered between quarters. Convexity indexes filings into structured sections, performing deterministic pairwise sentence diffs against prior periods.

01Structured Parsing

Item Isolation

Every 10-K, 10-Q, and 8-K is parsed into structural components rather than stored as an unindexed blob. Sections are isolated by Item headings, tables extracted with document ordinals, and footnotes preserved.

  • Item-level section boundary isolation
  • Structured table extraction with provenance
  • Full-text & vector semantic indexing
02Deterministic Diff

Sentence Redline

Each filing is diffed against its direct predecessor sentence by sentence: added, removed, and modified. No generative model touches the diff, eliminating hallucinated edits.

  • Sentence-level addition/removal tracking
  • Risk themes monitored across fiscal years
  • Byte-identical deterministic output every time
03Regulatory Routing

8-K Severity

An 8-K is graded by its statutory item code, not by PR headlines. A financial restatement (Item 4.02) and an earnings release (Item 2.02) represent entirely different market events.

  • Statutory item-code severity map
  • Materiality-ranked notification dispatch
  • Direct anchor links to primary SEC source lines
Targeted Scope

Five core sections carry the alpha. Those are the five we isolate.

A 10-K or 10-Q is not a flat document. Diffing whole filings creates noisy, unusable diffs due to signature blocks, pagination changes, and exhibit lists. Convexity locates strict SEC Item boundaries, comparing apples to apples across periods.

Item 1ARisk FactorsWhat management discloses could impair business operations
Item 7MD&AManagement discussion of financial condition and operating results
Item 1Business DescriptionCompany identity, primary products, customers, and supply chains
Item 8Financial StatementsAudited balance sheets, income statements, and accompanying footnotes
Item 3Legal ProceedingsMaterial pending litigation, investigations, and regulatory actions

When an Item heading cannot be located in both filings, that section gracefully returns empty rather than diffing mismatched sections into false positive noise.

Financial Tables

Filing tables are messy HTML. They should be clean numeric matrices.

Important segment breakdowns are frequently buried across hundreds of pages of raw SEC HTML tables, mixed in with decorative layout tables and signature blocks.

Convexity filters tables by numeric density and statutory section headers, extracting tabular data with clean headers, row hierarchies, and permanent document ordinals for unambiguous provenance.

Section AnchorItem 8 · Financial Statements
Document OrdinalTable #41 · Immutable Position
Header AttributionRevenue by Segment · Audited
Item 8 · Table 41 · Revenue by SegmentExtracted Matrix
SegmentFY25FY24YoY Delta
Data Center Infrastructure$79,600M$15,005M+430.5%
Gaming & AI PC$11,350M$9,067M+25.2%
Professional Visualization$1,896M$1,553M+22.1%
Automotive & Robotics$1,091M$903M+20.8%
4 columns × 4 rows · Numeric Density: 94.2%SEC EDGAR CIK Verified
8-K Item Severity Map

Every 8-K claims urgency. The statutory item code tells the truth.

Companies file Form 8-K for routine earnings announcements and catastrophic financial restatements alike. Convexity evaluates the exact SEC item code to route alerts by true material consequence.

CodeStatutory Disclosure DescriptionSeverity RankImpact AnalysisAlert Dispatch
4.02
Financial Restatement (Non-Reliance)
CriticalPrior financial statements can no longer be relied upon. Triggers immediate trading halt check.P0 Emergency Push
2.06
Material Asset Impairment
CriticalSignificant write-down of goodwill, plant, or intangible assets impacting book equity.P0 Emergency Push
4.01
Changes in Registrant Certifying Accountant
CriticalAuditor resignation, dismissal, or accounting disagreement requiring Form 8-K Exhibit 16 letter.P1 High Priority
5.02
Departure / Election of Principal Officers
HighCEO, CFO, or President departure, board appointment, or executive employment contract changes.P1 High Priority
2.01
Completion of Acquisition or Disposition
HighConsummation of significant asset sale or M&A transaction exceeding 10% of total assets.P2 Standard Alert
2.02
Results of Operations & Financial Condition
MediumRoutine quarterly earnings release and investor presentation deck furnished under Item 2.02.P2 Standard Alert
5.07
Submission of Matters to a Vote of Security Holders
MediumAnnual or special meeting voting results on director elections and shareholder proposals.P3 Feed Only
8.01
Other Events
LowVoluntary general public announcements, press releases, or minor corporate notices.P3 Feed Only
Zero Model Hallucination

A redline is a mathematical property. It must never be generated.

Comparing long financial documents via generative AI prompts introduces probabilistic drift and hallucinations. Convexity employs deterministic sequence matching over parsed sentence nodes.

Source Provenance
Generic LLM Prompt

Model memory or truncated chunks that fit the context window.

Convexity Deterministic Redline

Two stored EDGAR XML files diffed sentence-by-sentence via sequence matcher.

Hallucination Risk
Generic LLM Prompt

Can generate plausible-sounding edits that never occurred in the text.

Convexity Deterministic Redline

Zero risk. Pure deterministic text diff; nothing in the pipeline writes prose.

Reproducibility
Generic LLM Prompt

Two requests yield different summaries depending on temperature.

Convexity Deterministic Redline

Byte-identical output across runs. Ground truth is purely mathematical.

Edge Incomparability
Generic LLM Prompt

Hallucinates an answer even when section structures diverge entirely.

Convexity Deterministic Redline

Detects structural re-organizations, flags non-comparability, and gives the cause.

Stop re-reading the entire filing. Read the redline.

Sentence-level diffs across five key Item sections, structured table extraction, and 8-K severity grading, built into every security dossier.

Available on Pro and above. Founder pricing locked for life.