Investor Materials & Business Model

ShurAI Advisory Board / April 2, 2026

Multi-agent evaluation sharpened the pitch -- and demonstrated the product in the process

Multi-Agent Investor Deck Evaluation

Agent 1

YC Judge

Pattern-Match Lens

TAM sizing needs quantification
Team slide undersells technical depth
Competitive moat unclear at first read
Revenue model needs clearer unit economics

Agent 2

Angel Investor

Risk / Upside Lens

Knowledge graph as IP asset is compelling
Need clearer path to first revenue
Two-vertical proof aids credibility
Founder-market fit narrative needed

Agent 3

Institutional Analyst

Diligence Lens

Use of Funds breakdown requested
Hardware scaling model needed
Provenance layer differentiates from competitors
Multi-vertical pipeline de-risks thesis

✓

All Critical Fixes Applied and Synthesized into v2

Deployed live at shuriq-investor-deck.pages.dev -- incorporates feedback from all three agent perspectives.

Investor Material Evolution

Mar 25

SBPI Experiment Report

First public-facing demonstration of autoresearch pipeline and predictive methodology.

Mar 27

Cost Ontology

6 cost types, 5-tab Google Sheet, hardware scaling model for investor diligence.

Mar 28

Multi-Agent Evaluation

3 investor personas evaluated the deck simultaneously. All findings synthesized.

Mar 30

Deck v2 Deployed

TAM quantified, moat articulated, unit economics clarified, team slide rebuilt.

Mar 31

Monthly Report + Value Flows

5-tab editorial with value flow attribution. Full month mapped to strategic outcomes.

Use of Funds: 6 Cost Types

Infrastructure

Compute, triplestore hosting, API costs

Data Acquisition

SerpAPI, Firecrawl, OpenDART licenses

Engineering

Pipeline development, ontology design

Hardware Scaling

GPU allocation, storage expansion

Operations

Monitoring, validation, QA processes

Growth

Vertical expansion, client onboarding

Deployed Artifacts

Artifact	Location
Investor Deck v2	shuriq-investor-deck.pages.dev
March Monthly Report	5-tab editorial + value flows
Cost Model	5-tab Google Sheet

The Meta-Insight

Using our own tools -- multi-agent evaluation, knowledge graphs, structured ontologies -- to sharpen our own investor pitch demonstrates product-market fit in the act of building. The product is not separate from the process. The process IS the product working.