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Research & Content Engine

Institutional-Quality Content, Compliance-First

Market commentary, white papers, quarterly letter narratives, and thought leadership. Every piece passes through SEC Marketing Rule review and human approval before it reaches an LP or goes public.

6-Stage Pipeline4-Dimension ScoringContent Audit & FixHuman Approval on Every Publish

5-Stage Compliance-First Content Pipeline

Research informs. Compliance gates. Humans approve.

Four specialized agents — Investment Research Writer, LinkedIn & Thought Leadership, Content Guardian, and Compliance Review — produce institutional-quality content with SEC Marketing Rule compliance built into every stage. Not bolted on at the end.

Stage 1Agent 15: Investment Research Writer

Research & Data Gathering

Ingests FOMC statements, FRED economic data, and investment research through dedicated RAG pipelines. Monitors macro indicators, credit spreads, earnings data, and sector-level developments. Proof points sourced from institutional research, government data, and verified market sources.

Stage 2Agent 15: Investment Research Writer

Draft Generation

Produces market commentary, white papers, quarterly letter narratives, and investor-facing research. Writes in the GP's voice with institutional tone calibration. Sources every claim to verified data. Handles performance contextualization without making forward-looking promises.

Stage 3Agent 17: Content Guardian

Style & Voice Review

Enforces the firm's style guide and brand voice across all content. Validates institutional tone, eliminates informal language, ensures consistency across quarterly letters, market commentary, and thought leadership. Flags deviations before compliance review.

Stage 4Agent 14: Compliance Review

Compliance Review

SEC Marketing Rule gate on all content. Validates disclaimers, checks performance claims against source data, flags testimonial and endorsement issues, verifies fair and balanced presentation, and confirms recordkeeping requirements are met. Nothing proceeds without compliance clearance.

Stage 5Agent 16: LinkedIn & Thought Leadership

Distribution

Approved content distributed through LinkedIn (GP persona posts), LP communications, and firm website. Content repurposed across channels while maintaining compliance. Thought leadership positioned as an LP acquisition channel.

Content Audit and Compliance Review

Review existing content for compliance gaps and institutional quality.

Scans published content across your website, LinkedIn, and LP communications. Identifies Marketing Rule compliance gaps, stale disclaimers, and unsubstantiated performance claims. Prioritizes fixes by regulatory risk.

1

Content Inventory

Catalogs all published content: website pages, blog posts, LP letters, LinkedIn posts, and marketing materials.

2

Compliance Scan

Agent 14 reviews each piece for SEC Marketing Rule compliance: disclaimers, performance claims, testimonials, fair balance.

3

Risk Prioritization

Content ranked by regulatory risk. Items with unsubstantiated performance claims or missing disclaimers flagged as critical.

4

Fix Proposals

Per-item compliance issues, suggested fixes, and updated disclaimers. Human approval required on every change.

5

Institutional Quality Review

Agent 17 reviews tone and voice consistency. Ensures all public-facing content meets institutional standards.

6

Audit Documentation

Complete audit trail of what was reviewed, what was changed, and who approved it. Ready for regulatory examination.

Content Quality Methodology

Measured against the dimensions that matter for institutional asset managers.

Compliance

Agent 14: SEC Marketing Rule Analysis
40%

Disclaimer presence and accuracy, performance claim validation, testimonial and endorsement compliance, fair and balanced presentation, recordkeeping requirements.

Institutional Quality

Agent 17: Content Guardian Review
30%

Institutional tone and voice, data-driven arguments, source attribution, professional presentation, consistency with firm brand.

Thought Leadership

Agent 15: Research Depth Analysis
20%

Original insight beyond consensus, macro contextualization, forward-looking perspective (without predictions), differentiated viewpoint, LP engagement value.

LP Engagement

Distribution Performance Tracking
10%

Content readability, clarity of investment thesis, actionable takeaways for LPs, shareability on LinkedIn, conversion potential for prospective investors.

Composite = Compliance x 0.4 + Institutional Quality x 0.3 + Thought Leadership x 0.2 + LP Engagement x 0.1

Agent Routing

Specialized agents for every stage of content production.

TaskModelCost
Market Research & Data GatheringAgent 15: Investment Research WriterAutomated
Market Commentary & White PapersAgent 15: Investment Research WriterHigh Quality
Quarterly Letter NarrativesAgent 15: Investment Research WriterHigh Quality
LinkedIn & Thought LeadershipAgent 16: LinkedIn & Thought LeadershipRepurposed
Style & Voice EnforcementAgent 17: Content GuardianAutomated
SEC Marketing Rule ReviewAgent 14: Compliance ReviewRequired

Distribution Channels

Publish to your firm's website, LinkedIn, and LP communication systems. Compliance-approved content only.

Firm Website

Market commentary, white papers, and thought leadership published to your website CMS. Compliance-approved with proper disclaimers.

LinkedIn

GP persona posts and firm page content. Agent 16 adapts anchor content for LinkedIn format while maintaining institutional tone and compliance.

LP Communications

Quarterly letter narratives, investor updates, and capital call communications distributed through your existing LP communication infrastructure.

Content Dashboard

Content pipeline visibility, compliance status, and publication tracking.

Pipeline Status

Real-time view of all content in progress: research, drafting, style review, compliance review, and pending human approval.

Compliance Log

Complete audit trail of compliance reviews. Which agent reviewed, what was flagged, what was approved, and the compliance status of every published piece.

Distribution Tracking

Publication status across all channels: website, LinkedIn, and LP communications. Content performance and engagement metrics.

Content & Compliance Reports

Structured reports for internal review and regulatory documentation.

Content Production Report

Content published, compliance scores, distribution channels, engagement metrics, and pipeline status across all four agents.

Compliance Audit Report

Complete record of all compliance reviews: Marketing Rule checks, disclaimer validations, performance claim verifications, and approval chain documentation. Ready for SEC examination.

See the Content Engine Running Live

Research pipeline, compliance gates, and thought leadership distribution demonstrated live. Real market commentary. Real compliance review. Real institutional content.

Everything on this page is running in production today.