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Investor Briefing — March 2026

Structural Intelligence
That Compounds

SHUR IQ encodes brand dynamics as structured knowledge. Every engagement, every week, every vertical makes the system smarter. The database is the moat.

Shur Creative Partners — Confidential
02 / 17
The Problem

$500B Spent on Marketing.
Zero Structural Diagnosis.

The gap

Brand ecosystems are complex systems with value flows, authority structures, and loyalty mechanisms. The entire marketing industry optimizes campaigns inside these systems without ever diagnosing whether the system itself is broken. Prescribing medication without running a blood test.

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The Insight

Brand Dynamics Are Structural.
We Encode Them.

Every existing brand measurement tool produces static reports based on surveys and expert judgment. SBPI encodes the underlying structure as RDF triples with OWL-class semantics, making brand dynamics queryable and optimizable. The difference between opinion and structure is the difference between a PDF and a database.

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The Product

Structural Diagnosis.
Not Dashboards. Not Opinion.

Signal Intelligence Deep Dive Architecture Blueprint Monitoring
TierWhatTimelinePrice
Tier 1Outside-in structural diagnosis using public data3-5 weeks$40K–$75K
Tier 2Validates gaps with internal data (CAC, LTV, retention)6-10 weeks$90K–$150K
Tier 3System-level design that repairs value flows8-12 weeks$125K–$250K
MonitoringQuarterly drift detection, persistent knowledge graphsOngoing$8K–$20K/mo

Each tier deepens the engagement AND feeds the proprietary knowledge graph. The client pays for diagnosis. SHUR IQ gains a compounding data asset.

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The Methodology

Five Dimensions. 100 Points. Every Week.

Content Strength Narrative Ownership Distribution Power Community Strength Monetization Infrastructure

Scoring

  • Weighted composite (0.15–0.25 per dimension)
  • Full provenance: every score links to source signals and confidence levels
  • 11 production SPARQL queries for analysis

Tier System

Dominant85–100
Strong70–84
Emerging55–69
Niche40–54
Limited<40

Weekly, not annual

Every ScoreRecord carries dimension-level breakdowns, source attestations with confidence scores, and signal URLs. Scores are structured data with full provenance chains — queryable and auditable by any third party.

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The IP

The Database Is the Moat.

76K+
RDF Triples
12
OWL Classes
22
Properties
SHACL
Validated

Typed semantics, not spreadsheets

The ontology spans the full intelligence cycle: Company, ScoreRecord, DimensionScore, Signal, Attestation, Prediction, ImpactReport, Recommendation, and SignalWeightConfig. A competitor who starts today starts with an empty graph.

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The Engine

The System Improves Itself Every Night.

69.9%
Directional Accuracy
+46.3%
vs. Prior Method
5
Queued Experiments
6:13 AM
Nightly Cycle

The system that runs tonight is worse than the system that runs next month. Every experiment is grounded in a specific published paper with explicit parameter mappings. Goodhart guard, multi-objective optimization, dimension weight learning, temporal decay, cross-vertical transfer.

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Proof of Transfer

Same Pipeline. Different Industry.
Zero Code Changes.

Micro-Drama Entertainment

22
Companies Scored Weekly

ReelShort, DramaBox, Netflix, Disney, Amazon, and 17 more. Full SBPI scoring with week-over-week deltas.

AI Agent Infrastructure

1,672
Companies Classified

Y Combinator batch analysis. Same RDF/SPARQL substrate. Same nightly cycle. Same OWL ontology.

Marginal cost of a new vertical: $0

Adding a new vertical takes 2-3 days of configuration, zero infrastructure cost. The only per-vertical inputs are company lists and dimension weight calibration. The shared ontology enriches with every vertical added.

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The Flywheel

Three Compounding Loops.

Loop 1: Knowledge Transfer

Each engagement deposits structured facts into the knowledge graph. Gap patterns from Fiserv improve analysis of FrameBright. Cross-client intelligence without sharing client data.

Loop 2: Prediction Accuracy

Every week of scoring data trains the autoresearch pipeline. More weeks = better parameters = higher accuracy. The system that ran in March is measurably worse than the system running in June.

Loop 3: Revenue + IP

Engagements generate revenue AND knowledge graph triples. Monitoring retainers generate recurring revenue AND longitudinal data. The IP appreciates independently of headcount.

The critical difference

A consulting firm’s value is its people. SHUR IQ’s value is its people PLUS a growing, queryable database of structural brand intelligence. The competitor who starts later starts with an empty database.

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Business Model

High-Margin Boutique.
Compounding Data Asset.

TierOfferingPriceConversion
Tier 1Signal Intelligence (no internal access required)$40K–$75KEntry layer
Tier 2Deep Dive (CAC, LTV, retention integration)$90K–$150K65% from T1
Tier 3Architecture Blueprint (system-level design)$125K–$250K75% from T2
MonitoringStructural drift detection (12-mo minimum)$8K–$20K/mo75% from T3
55–70%
Gross Margin
3–5
Core Operators
$0
Production Overhead

Tier 1 requires zero internal access — forensic outside-in analysis using public data. Easy enterprise entry point. Each tier validates and extends previous findings with richer data, while depositing structured intelligence into the knowledge graph.

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Revenue Architecture

Agency Revenue Front-End.
Platform Economics Back-End.

Year 1 Target: $1.92M

TierVolumeRevenue
Tier 16$360K
Tier 24$480K
Tier 33$540K
Monitoring3$540K
Total$1.92M

Conservative scenario: $1.38M (5/3/2/2 volume split)

The Dual-Revenue Model

Every engagement generates two things:

  • Revenue from the client engagement itself
  • IP appreciation as structured facts enter the knowledge graph

Over 24–36 months this creates cross-client longitudinal benchmarking, economic linkage models, and industry index authority. The marginal cost of each new engagement decreases as ontology and tooling improve.

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Traction

Not a Pitch. Working Product, Paying Clients.

7+
Client Engagements
<48h
Intake to Deliverable
5/5
AHA Satisfaction
15+
Deployed Sites
ClientSectorOutcome
American Heart Assoc.Healthcare NonprofitBrand power score, viz hub, 5/5 satisfaction — asked for 3 more verticals
FiservFintech (Fortune 500)Brand diagnosis (46/100) led to $40K naming follow-on engagement
FrameBrightChild Safety TechFull pipeline, 10 gaps identified, active engagement
MicroCoEntertainmentWeekly intelligence for 22 companies, ongoing SBPI cadence
Deckers BrandsConsumer (CPG)Portfolio gap analysis (HOKA 75, UGG 64), C-suite showcase
Long ZhuEducation/GamingFirst layered ontology instance, BMC + value flow analysis
AFDVINonprofitDonation strategy, $100K-$500K revenue opportunity identified
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Portfolio

This Is What the Output Looks Like.

Every URL below is live. Not mockups, not wireframes. Production intelligence products built by a 4-person team.

Each site was generated from structured knowledge graphs, not manual design. The same pipeline that produces client deliverables also produces the research infrastructure.

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Team

Four People. Enterprise-Grade Output.

Limore Shur
Creative Strategy — 25+ years brand building, client relationships, market positioning. Founded Shur Creative Partners.
Nuri Djavit
Brand Architecture — Strategic positioning, commercial model design, enterprise advisory relationships.
Jonny Dubowsky
AI & Knowledge Systems — Totem Protocol architect, SBPI ontology, autoresearch pipeline, knowledge graph infrastructure.
Diana Horowitz
Operations — Project management, client coordination, delivery pipeline, internal systems.

AI is the fifth team member

This entire portfolio — 7+ engagements, 15+ deployed sites, 76K RDF triples, nightly automation — was produced by four people. Headcount scales linearly. The knowledge graph scales exponentially.

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The Thesis

Expert KGs Compound.
General KGs Don’t.

76K
Triples Today
~3.8M
At 50 Verticals
Billions
With Temporal History

S&P built $140B scoring creditworthiness. We score structural competitive advantage.

The critical difference is design density. Our 12-class ontology with typed properties, attestation provenance, and SHACL validation means every triple carries structured meaning from day one. A competitor who starts later does not just start behind — they start with an empty database in a domain where historical trajectories ARE the product.

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Use of Funds

The IP Is Built.
Investment Accelerates Distribution.

PhaseTimelineKey AllocationsHardware CapEx
Near-Term 0–6 months First KG machine, ontology engineer hire, production SPARQL endpoint, API gateway, IP protection + trademarks $25K
Medium-Term 6–18 months Machines 2 + 3, ML engineer + platform dev + enterprise sales + client success, managed cloud infrastructure, SOC 2 / GDPR compliance $50K
Long-Term 18–36 months GPU cluster, distributed graph infrastructure, full engineering team, multi-region deployment $350K–$600K

Hardware Scaling Model

Infrastructure scales with the knowledge graph, triggered by concrete thresholds:

  • Machine 1 ($25K) — 5 verticals, 500K triples, 3 monitoring clients
  • Machines 2-3 ($50K) — 25 verticals, 10M triples, 15 monitoring clients
  • GPU Cluster ($100K) — 50 verticals, 100M triples, real-time prediction
  • Billion-Node ($250K-500K) — 100+ verticals, 1B+ triples, S&P-scale

Total hardware CapEx across all phases: $425K–$675K

Capital efficiency

The core IP already exists — OWL ontology, SPARQL endpoint, multi-agent pipeline, nightly automation. Investment does not fund R&D. It funds scaling infrastructure, the team to execute the GTM playbook, and the monitoring platform that converts one-time engagements into recurring retainers.

Detailed cost model: Use-of-Funds Spreadsheet

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The Ask

Let’s Talk.

SHUR IQ is a structural brand intelligence platform with a compounding knowledge graph, a self-improving research pipeline, and proven cross-vertical transfer. The IP exists. The clients exist. The traction exists. Investment accelerates distribution across verticals and markets.

Limore Shur — limore@weareshur.com

Nuri Djavit — ndjavit@weareshur.com

Shur Creative Partners — Confidential — March 2026