SHUR IQ — March 2026 Monthly Report

Executive Summary

March 2026 marked the transition of SHUR IQ from a series of one-off client experiments into a repeatable, scalable intelligence production pipeline. The SBPI Semantic Layer reached full operational status across five checkpoints, powering the first cross-vertical deployment into K-Pop entertainment. Nine active client engagements produced over 30 deliverables, each built on the same underlying ontology-driven architecture.

SBPI Semantic Layer

All 5 checkpoints complete. OWL 2 ontology, SHACL validation, ETL pipeline, SPARQL endpoint via Oxigraph, and nightly automation now produce 75,000+ RDF triples across two verticals (micro-drama, K-Pop). This is the backbone that makes cross-vertical intelligence reports possible without rebuilding infrastructure per client.

Cross-Vertical Transfer

The K-Pop vertical proved the SBPI architecture transfers cleanly to new domains. OWL ontology with 8 classes and 10 TPE-weighted edge types was instantiated, SHACL shapes validated, and the first real weekly report (W13-2026) scored 8 entities from BTS (87.55) to NewJeans (32.25).

Client Pipeline

Nine client engagements active in March, from Fortune 500 brand intelligence (Fiserv, Deckers) to startup onboarding (FrameBright, Long Zhu) to recurring competitive intelligence (MicroCo). The two-site editorial pattern (longform brief + viz hub) is now a fully repeatable production workflow, deployed 20+ times to Cloudflare Pages.

Investor Readiness

SHUR IQ Investor Pitch Deck v2 evaluated by a 3-agent panel (YC judge, angel investor, institutional analyst). Executive Summary site deployed as a 5-tab investor-ready asset. Style Guide codified with 17 numbered constraints to maintain voice consistency across all generated output.

Key Milestones

SBPI Semantic Layer: five checkpoints delivered (OWL ontology, SHACL validation, ETL pipeline, SPARQL endpoint, nightly automation), establishing the production backbone for cross-vertical intelligence.
K-Pop vertical: first cross-vertical deployment proving architecture portability. Full weekly report pipeline operational with 5-agent team producing 7-tab editorial + 6-page D3.js viz hub.
KG-LLM Interface Optimizer: 69.9% directional accuracy, a +46% improvement over baseline, validating the knowledge graph approach to LLM-assisted intelligence.
Long Zhu Layered Ontology Architecture: the first complete instance of the K1-K5 / O1-O4 layered knowledge graph and ontology design system, with 114 BMC entities and 4 critical chain breaks identified.
DeltaBet prediction market platform: from concept to business plan, product spec, design spec, and live demo site in a single engagement cycle.
YC AI Agent Intelligence: 1,737 companies classified, 677 true agents identified, 73,559 RDF triples in cross-vertical analysis dashboard.
Eight new skills deployed to the Claude Code skill library, including the intelligence-brief 8-phase orchestrated pipeline (14 files).
Invoice batch system: 5 retroactive invoices generated for Jen from standardized template, establishing repeatable billing infrastructure.

Client Deliverables

Nine client engagements active in March 2026, spanning recurring competitive intelligence, brand strategy, startup onboarding, and new vertical launches. Each engagement produced editorial sites, visualization hubs, knowledge graphs, and structured analysis artifacts.

MicroCo

Micro-Drama Competitive Intelligence

Weekly competitive intelligence reports (W11 through W13), each produced via the SBPI-powered pipeline with structural brand scoring and gap analysis
CandyJar TV discovery and integration into the competitive landscape -- identified as an Inkitt subsidiary with $118M raised, previously untracked
DeltaBet prediction market platform: complete business plan, product specification, design specification, and live demo site
Market maker economic analysis for DeltaBet: liquidity mechanics, spread models, and risk parameters
SBPI Semantic Layer: OWL ontology, SHACL shapes, ETL pipeline, SPARQL endpoint, nightly automation -- all five checkpoints operational
KG-LLM Interface Optimizer: achieved 69.9% directional accuracy, a +46% improvement over baseline prediction models
Autoresearch expansion specification: 10 papers surveyed, 5 experiments designed for next-phase research
Discourse Grammar Phase 1: built, reviewed by 3-agent panel, isolated for future development as an R&D asset

Deployed microco-weekly-editorial.pages.dev deltabet-3kl.pages.dev sbpi-semantic-layer.pages.dev sbpi-experiment-report.pages.dev deltabet-market-analysis.pages.dev

Fiserv

Brand Intelligence + Naming

Brand & Reputation analysis: 12 gaps identified across corporate brand perception, competitive positioning, and executive visibility
Prosperity Product analysis: 14 gaps identified, $233B in deposits mapped across product landscape
Brand Power Score: 46/100 (Distressed) -- providing a quantified baseline for improvement tracking
Post-call analysis: 9 action items extracted, 12 strategic insights documented
Naming project: 8 naming territories, 40+ candidates generated, competitive landscape survey of 100+ product names across 15 companies
Political sanitization pass: 20+ edits applied for client safety in regulated financial services context
BI Report Lab combined-v1 synthesis: merged brand, product, and call analysis into a unified intelligence view

Deployed fiserv-editorial.pages.dev fiserv-naming.pages.dev fiserv-naming-viz.pages.dev

FrameBright

Content Classification Startup

Full client onboarding: intake scoring (14/20), stakeholder mapping, competitive landscape assessment
Four InfraNodus knowledge graphs: business intelligence (117 nodes, 11 clusters), value flow, negative space, and ParentProof ecosystem
Editorial brief + 5-viewport viz hub: "Good Housekeeping Seal" certification brand concept anchoring strategic narrative
Feedback Round 2 integration: 10 agent decisions logged and mapped to Meadows intervention levels
BI Report Lab branches: 5 themed experiments testing different editorial and analytical approaches

Deployed framebright-editorial.pages.dev framebright-viz.pages.dev bi-lab-framebright.pages.dev

Long Zhu / Meaningful Fun

TCG Startup

Layered Ontology Architecture: the first complete instance of the K1-K5 knowledge graph layers + O1-O4 ontology design layers framework
7 ontology artifacts produced: 3 value flow graphs, BMC overlay, temporal analysis, channel traces, and resource impact mapping
BMC board with 114 entities: identified 4 critical chain breaks in the business model
Multi-canvas Google Sheet (5 tabs): Standard BMC, Lean Canvas, Temporal View, Chain Breaks, and Team Dashboard
Methodology site documenting the Layered Ontology Architecture for external reference

Deployed long-zhu-editorial.pages.dev long-zhu-viz.pages.dev long-zhu-bmc.pages.dev layered-ontology.pages.dev

K-Pop Vertical

NEW -- Cross-Vertical Transfer

OWL ontology instantiation: 8 classes, 10 TPE-weighted edge types tailored to entertainment industry dynamics
SHACL validation shapes ensuring data quality across entity scoring pipeline
First real weekly report (W13-2026): 8 entities scored, range from BTS at 87.55 to NewJeans at 32.25
22 edges applied across all 10 ontology edge types, demonstrating full schema coverage
5-agent pipeline producing 7-tab editorial (93KB) + 6-page D3.js viz hub

Deployed kpop-stack-ranking.pages.dev kpop-viz-hub.pages.dev

Deckers Brands

C-Suite Sales Showcase

Full BI report: 4-tab editorial + 5-viewport viz hub built as a C-suite sales demonstration piece
Knowledge graph: 78 nodes, 251 edges, 7 clusters, 12 gaps identified (2 critical, 5 high)
Brand Power Scores: HOKA 75, UGG 64, Teva 44, composite 68

Deployed deckers-editorial.pages.dev deckers-viz.pages.dev

AHA

American Heart Association

Four visualization builds: original dark theme, editorial interactive, editorial text, and editorial brief -- each tailored to a different presentation context
Post-call analysis and feedback integration from stakeholder review
Google Docs integration for collaborative document workflows

Deployed aha-infranodus-viz.pages.dev aha-viz-editorial.pages.dev aha-editorial-text.pages.dev shur-aha-editorial-brief.pages.dev

Front Row

Event Marketing Prospect

Intake call analysis and gap report: 10 gaps identified across event marketing positioning
4-tab editorial site produced for evaluation
Intake score: 9/20 (below engagement threshold) -- prospect documented but not advanced

Deployed front-row-intake.pages.dev

AFDVI

American Friends of Dental Volunteers

Intelligence brief revision: refined the "Invisible Impact" editorial hook for nonprofit positioning
Brand Power Score: 2.24/5.0 -- baseline assessment for future improvement tracking

Internal Platform Development

Platform investments in March focused on codifying the SHUR IQ production system: standardized design, investor-ready assets, repeatable experimentation infrastructure, and billing automation.

ShurIQ Competitive Intel v2

Applied Kevin Mowrer feedback to the competitive intelligence editorial template. Refined narrative structure, gap presentation, and stakeholder-facing language for the primary sales collateral site.

SHUR Business Model Framework v2

Magazine-theme presentation of the SHUR business model. Deployed as a standalone reference site for investor and partner conversations.

shur-business-model.pages.dev

Investor Pitch Deck v2

Evaluated by a 3-agent panel simulating YC judge, angel investor, and institutional analyst perspectives. Feedback integrated into narrative and financial projections.

ShurIQ Executive Summary

5-tab investor-ready site consolidating the SHUR IQ value proposition, market analysis, product capabilities, financial model, and team overview into a single navigable asset.

shuriq-executive-summary.pages.dev

SHUR IQ Style Guide

17 numbered constraints codifying voice, tone, formatting, and anti-slop rules for all SHUR IQ generated content. Deployed as a reference site for consistency across all output surfaces.

shuriq-style-guide.pages.dev

ShurIQ Followup Analysis

Knowledge graph analysis of the ShurIQ product direction: 34 nodes, 51 edges, 9 clusters. Deployed as a navigable editorial for internal strategy alignment.

shuriq-followup-editorial.pages.dev

ShurIQ Explainer Website

Interactive explainer featuring the Attention Stack concept and a customizable ontology demonstration. Designed as the primary top-of-funnel explanation of what SHUR IQ does and why it matters.

BI Report Lab System

Versioned experimentation framework for intelligence reports. Supports 5 themed branches per report, enabling A/B testing of editorial approaches, visualization styles, and analytical frameworks without disrupting production deliverables.

Invoice Batch System

5 retroactive invoices generated for Jen from a standardized HTML template. Established repeatable billing infrastructure with consistent formatting, line items, and payment terms.

Infrastructure & Skills

The engineering backbone that powers all client and internal work. March saw the SBPI Semantic Layer reach full production status, eight new skills deployed, and critical infrastructure consolidation across MCP servers, deployment pipelines, and memory systems.

SBPI Semantic Layer

All 5 Checkpoints Complete

Checkpoint 1 -- OWL 2 Ontology: Domain ontology defining entity classes, properties, and relationships for structural brand power indexing
Checkpoint 2 -- SHACL Validation: Shape constraints ensuring data quality at ingestion, preventing malformed triples from entering the knowledge graph
Checkpoint 3 -- ETL Pipeline: Automated extraction, transformation, and loading of intelligence data into the RDF store
Checkpoint 4 -- SPARQL Endpoint: Oxigraph-powered query interface supporting ad-hoc analysis across 75,000+ RDF triples
Checkpoint 5 -- Nightly Automation: Scheduled pipeline runs producing fresh intelligence data for weekly report generation
Cross-Vertical Status: Operational in 2 verticals (micro-drama, K-Pop entertainment), architecture validated for domain portability

Deployed sbpi-semantic-layer.pages.dev sbpi-experiment-report.pages.dev

YC AI Agent Intelligence

Market Research Asset

1,737 companies classified from YC portfolio
677 true agents identified (vs. tools, platforms, and wrappers)
73,559 RDF triples in cross-vertical analysis dashboard
Provides competitive landscape context for SHUR IQ positioning in the AI agent market

Skills Deployed in March

Skill	Description	Scope
intelligence-brief	8-phase orchestrated pipeline (14 files) for producing complete SHUR IQ intelligence reports from intake to deployment	Production
push-to-gdocs	Publish Obsidian vault content to Google Docs with formatting preservation	Integration
pull-gdoc-comments	Import Google Docs comments and suggestions back into vault notes for processing	Integration
sync-document	Bidirectional sync between Obsidian notes and external document platforms	Integration
notify-slack-review	Post review requests to Slack channels with artifact links and context	Workflow
/wrapup	End-of-session coordinator: commit receipt, memory sync, handoff generation	Session
/mapupdate	Automated InfraNodus ecosystem graph updates extracting entity relationships per session	Memory
/mcpcheck	Validate MCP server configuration, API keys, and connectivity in a single diagnostic pass	Infrastructure

Infrastructure Systems

GWS CLI Migration

Replaced workspace-mcp server with gws CLI v0.8.1
4 skills migrated to new CLI interface
More reliable than MCP for Google Workspace operations

Web Clipper Agent

Autonomous intake agent watching Clippings/ folder
Runs Claude CLI headless on notes with agent-directive
launchd persistent service for always-on processing

PerceptagonViz

JUCE plugin (VST3 + AU) for audio visualization
JUCE 7 to 8 upgrade completed
Standalone creative tool outside intelligence pipeline

Memory Ecosystem Architecture

5-layer model defined with zero-duplication protocol
Git trailer convention for session provenance
Vault > Letta > InfraNodus > Claude memory > Git

OpenMemory Sync

289 memories operational across 2 apps
REST API at localhost:8765 for programmatic access
Qdrant vector store backing semantic search

Content Map Updater

Automated InfraNodus ecosystem graph updates
Entity extraction runs per session via /mapupdate
Maintains living knowledge graph of all vault activity

Cloudflare Pages

Standard deployment platform for all sites
20+ sites managed on shur.claude.agent account
Free tier: unlimited sites, global CDN, zero config

MCP Config Consolidation

Fixed enabledMcpjsonServers allowlist issue
Unified InfraNodus API key across surfaces
Eliminated silent server exclusion bugs

Sense Collective

Internal framework and organizational development for Sense Collective, the research lab and collective intelligence framework that undergirds SHUR IQ's commercial operations.

Master Handoff Execution

Master Handoff PDF processed and executed across 3 parallel agent workstreams
Financial Model: Google Sheet with 6 tabs -- Cap Table, Slicing Pie, Funding Runway, ROI Matrix, Revenue Architecture, Sprint Budget
Sprint Plan: 12-week plan spanning April 15 through July 4, organized into weekly deliverable milestones
Framework Spec Gaps: Systematic audit identifying missing specifications in the Totem Protocol framework

Knowledge Graph Analysis

InfraNodus graph: sc-master-handoff-2026 -- 110 nodes, 324 edges, 10 clusters
Graph analysis informed sprint prioritization and gap identification in the framework specification

Content Launch System

4 post-type templates designed for the Sense Collective content pipeline
3 draft posts produced using the new templates
Publishing pipeline specification: intake, review, scheduling, and distribution workflow

LinkedIn Overhaul

Profile draft: updated positioning, headline, and summary reflecting current Sense Collective + SHUR IQ narrative
6-week content schedule: topic calendar with post types, hooks, and target audiences mapped per week

Research & Development

OTK Ecosystem Research: Historical lineage from Doug Engelbart's work through modern augmented intelligence tools, positioning Sense Collective within the intellectual tradition
Discourse Grammar Vision Synthesis: Cross-session synthesis of the discourse grammar concept, establishing the theoretical basis for future NLP-driven intelligence capabilities