ShamsVision

Strategic Roadmap Report

Founder-led execution, staged investment, Saudi general trade data dominance

R 01 / 18
Roadmap Founder-led execution, staged investment, Saudi general trade data dominance
TodayTractionBuilt and self-funded
AI portal and application builtMVP runs real dashboards on tuna and chipsBrand identity completeInitial market research doneAdvisor onboarded, founder-funded to date
Next 12 monthsSeed fundedPilots and team
Hire the first fiveShip Dashboard V2Close PDPL local hosting and SDAIARun three lighthouse pilotsConvert two pilots to paid at 95 percent accuracy
24 to 36 monthsSeries A fundedScale and expand
18 paid customers, about SAR 1.08M ARRGross margin past 60 percent toward 70Expand to second-tier cities beyond Riyadh, Jeddah and DammamGCC pilots in the UAE and BahrainData-network play, open Series A
Founder capital (MVP self-funded)
Seed: USD 1M to 1.5M (2026)
Series A (Q4 2029 target)
R 02 / 18
Past phase, traction to date MVP built, brand live, NDA workflow ready
Three pilots active by Q4 2026, two paid conversions H1 2027
Q1 2026
  • MVP and AI portal in production
  • Founder solo, advisor onboarded
  • PDPL framework scoped, first pilot in outreach
Q2 2026
  • Dashboard V2 in beta
  • Sales and partnerships lead hired
  • First lighthouse pilot signed
Q3 2026
  • 95 percent accuracy on agreed SKUs
  • IT and operations leads hired
  • Three pilots active
Q4 2026
  • SDAIA cross-border assessment signed
  • Field-ops team scaled to six
  • First paid conversion
R 03 / 18
Near-term phase, next 12 months Growth Milestones
Q4 2026Three lighthouse pilots active, 95%+ accuracy benchmark
Q2 2027First paid conversion, PDPL compliance signed off
Q4 2027Three to five paying customers, GCC readiness decision
Q4 2028Platform-plus-data-network live, GCC expansion under way
Q4 2029Series A closed, MENA scale trajectory
R 04 / 18
Long-term phase, 1 to 3 years Key Milestones
Q2 2027First paid conversion, PDPL compliance signed off
Q4 2027Three to five paying customers, GCC readiness decision
Q4 2028Platform-plus-data-network live, GCC expansion under way
Q4 2029Series A closed, MENA scale trajectory
R 05 / 18
Strategic Analysis SWOT Analysis
External Internal
Helpful Harmful
Strengths

MVP built (AI portal plus mobile app). Brand identity complete (Sage archetype, full brand guide). Saudi MBA founder, based in Jeddah, family in the Gulf. The general trade opening is unaddressed by the global incumbents. Geolocation and EXIF checks as a defensible fraud-control layer.

Weaknesses

Solo founder, no team yet. No FMCG customer conversations to date, demand still unvalidated. Original pitch deck had empty competitor slide and inconsistent financials. Networking-only sales motion proposed by founder, CAC scaling unplanned. Customer-count forecast over-estimated per founder admission.

Opportunities

Vision 2030 retail modernisation and Saudization-aligned local hiring. PDPL-driven preference for Saudi-native vendors with local hosting. Saudi F&B SAR 154B to SAR 214B by 2030 plus MEA AI-in-retail growth. Channelplay and regional firms as coverage partners. GCC expansion arc after Saudi proof.

Threats

NielsenIQ or Trax launching a Saudi general trade crowdsourced product within 12 months. A sovereign or distributor building the same thing in-house. Services creep eroding gross margin in the hybrid model. Enterprise procurement cycles slower than six months, blowing the runway. Data-transfer rules tightening and raising the cost of the architecture.

R 06 / 18
Competitive Analysis Porter's Five Forces
Threat of New Entrants

Moderate. The Saudi general trade opening is there today, but NielsenIQ, Trax, or Channelplay could enter once the category is proven. The 18 to 24 month head start on the data archive is the barrier.

Supplier Power

Low to moderate. Cloud computing and data labelling are cheap and standard. The real supplier leverage sits in distributor relationships for store access.

Competitive Rivalry

Low today. No incumbent serves Saudi general trade at this resolution or price, so direct rivalry is limited in the near term.

Buyer Power

Moderate. Enterprise FMCG buyers run six to nine month procurement and can delay, but no substitute gives them the same district-level data.

Threat of Substitutes

Moderate. Manual audits, NielsenIQ panels, and in-house teams are the substitutes. Each is slower, coarser, or more expensive per data row.

R 07 / 18
Market Analysis PESTEL Analysis
Political

Vision 2030 backing AI and retail modernisation. SDAIA sponsoring national AI policy. MISA investor framework supportive of foreign and local AI startups. Saudi political stability strong, regional tensions managed.

Economic

Saudi food and beverage growing from SAR 154B (2019) to SAR 214B (2030). Retail trade up 17 percent year on year in Q3 2025. E-commerce up 33.9 percent. Strong consumer spending. NielsenIQ data shows shoppers who pay for quality.

Social

Smaller-format retail growing faster. Selective shoppers. Saudization quotas 60 percent in marketing and sales shape hiring. Saudi female entrepreneur ecosystem expanding under Vision 2030.

Technological

98 percent establishment internet, 46.8 percent cloud adoption, 27.6 percent AI in business activity, 85 percent e-payments. E-invoicing rolling out. AI image-recognition mature enough for enterprise procurement.

Environmental

Standard FMCG sustainability pressures on packaging and supply chain. Not central to the investor thesis but relevant for ESG-conscious enterprise buyers and Saudi sovereign-fund investors.

Legal

PDPL data law in force since September 2023, revised 2024. Cross-border data-transfer controls run by SDAIA. Local hosting increasingly required to sell to enterprise. SFDA product registries usable as a product-code reference.

R 08 / 18
Business Model Business Model Canvas
Key Partners

Saudi national distributors for outlet access, Channelplay-style field partners for coverage, MISA, Saudi Unicorns, and Monsha'at for warm introductions.

Key Activities

Image capture, AI processing, EXIF and geolocation validation, dashboard delivery, monthly insight reports, model retraining.

Value Proposition

Saudi general trade shelf data you can trust, priced for the local buyer.

Customer Relationships

Founder-led enterprise relationships, customer success, pilot-to-paid conversion, ROI scorecards.

Customer Segments

Saudi enterprise FMCG manufacturers, national distributors, and retail-service agencies. Buyers are country GMs and trade marketing directors.

Key Resources

The Saudi general trade image archive, the AI model, the founder's network, and PDPL-compliant hosting.

Channels

Founder outbound, distributor referrals, Vision 2030 programmes, and trade events.

Cost Structure

Cloud and compute, ML engineering, field-operations, sales and customer success, compliance and legal.

Revenue Streams

Monthly SaaS subscription from SAR 36,000 a year, enterprise-hybrid uplift, onboarding fees, and future data licensing.

R 09 / 18
Business Model Lean Canvas
Problem

Saudi FMCGs cannot see general trade shelves. Audits weekly when exceptions need 48 hours. Trade spend leaks unverified.

Solution

AI image-recognition on hybrid in-house plus crowdsourced photo capture. EXIF and geolocation fraud control. Dashboard exception alerts under 24 hours.

Unique Value Prop

Saudi general trade shelf intelligence. AI-powered, traceable to the photo, priced for mid-market and enterprise.

Unfair Advantage

Saudi-native founder. Compounding general trade data archive. Arabic-first model. PDPL-compliant architecture from day one.

Customer Segments

Saudi enterprise FMCG manufacturers, national distributors, retail-service agencies. Buyers: country GM, commercial and trade marketing directors.

Key Metrics

Half of pilots convert to paid. 95 percent recognition accuracy. Insight in under 24 hours. We keep 90 percent of revenue each year and grow the base. Payback under 18 months.

Channels

Founder-led outreach to FMCG decision-makers. Targeted LinkedIn. Saudi distributor partnerships. Vision 2030 events. Content written to be found by AI search.

Cost Structure

Cloud and compute. ML engineering. Field-ops team. Sales and customer success. Compliance and legal.

Revenue Streams

Monthly subscription anchor SAR 10K. Enterprise-hybrid up to SAR 100K. Onboarding fees, pay-per-audit, future data licensing.

R 10 / 18
Strategic Analysis Value Chain Analysis Support Activities
Firm Infrastructure

Saudi entity. PDPL governance. Saudisation-compliant HR architecture.

Human Resources

CTO and ML lead hires. 60 percent Saudisation in sales and marketing.

Technology

Image-recognition model improvement. MLOps. Dashboard V2. Mobile-app updates.

Procurement

Saudi-region cloud hosting. Training-data labelling. Field-collector tooling. Partner-network management.

Primary Activities
Inbound

FMCG store-list ingestion. Distributor coordination. SFDA SKU-taxonomy alignment.

Operations

Image capture. AI processing. EXIF and geolocation validation. Exception detection.

Outbound

Dashboard surfacing. Exception alerts. Monthly insight reports. API delivery.

Marketing & Sales

Founder-led outreach. Targeted account outreach. Content for AI search. Industry events.

Service

Customer success. Account expansion. Pilot-to-paid conversion playbook. ROI scorecards.

R 11 / 18
Competitive Landscape Competitive Positioning Matrix
High Quality / Low Price

ShamsVision: AI general trade intelligence from SAR 10,000 a month, scaling to enterprise. Saudi-native, locally hosted, priced below NielsenIQ and Trax.

High Quality / High Price

NielsenIQ and Trax: global enterprise-grade measurement, six-figure annual contracts, Modern-Trade-weighted coverage, no Saudi general trade specialisation.

Low Quality / Low Price

Distributor self-reports. Manual store audits by internal reps. Excel-based tracking. Cheap and ubiquitous, slow and unverified.

Low Quality / High Price

Channelplay-style outsourced merchandiser programmes. Mystery-shopper retainers. Expensive monthly fees, no AI layer, no dashboard, no real-time exception logic.

R 12 / 18
Customer Insight Jobs-to-be-Done
Functional Jobs

When I need to know what is happening on my general trade shelves, I want exception data within 48 hours to recover lost availability and defend trade-spend decisions.

Emotional Jobs

When my commercial director questions my distribution numbers, I want defensible verified data so I appear competent and confident, not guessing or hand-waving.

Social Jobs

When the corporate board reviews Saudi-market performance, I want to be the operator credited with seeing the general trade channel clearly while peers miss it.

Pains

Stock-outs costing 1-3 percent revenue. Trade-spend leakage at outlet level. Distributor accountability gaps. NielsenIQ Modern-Trade panels missing general trade entirely. Weekly manual audits when exceptions need 48 hours.

Gains

Recoverable revenue from closed general trade execution gaps. Defensible commercial decisions. Faster product-launch diagnostics. Distributor scorecards saleable to brand partners. Peer credibility as a Saudi-first operator.

Current Solutions

Manual store audits. Distributor self-reports. NielsenIQ panels estimated out to general trade. Channelplay outsourced merchandisers. Mystery-shopper programmes. Or just accepting general trade as a blind spot.

R 13 / 18
Business Model Unit Economics
CAC

SAR 80K to SAR 200K for founder-led enterprise sales over 6 to 9 month cycles. SAR 140K mid-point for planning. Higher in Year 1 with cold outreach, settling by Year 3.

LTV

SAR 680,000 per FMCG customer, based on a seven-year average lifetime at SAR 10,000 a month. Mid-point between a software-only SAR 360,000 and an enterprise-hybrid SAR 1.05M.

LTV / CAC Ratio

4.9x at SAR 140K CAC midpoint. 3.4x at high-CAC end, 8.5x at low-CAC end. Target above 5x. Industry healthy threshold 3x.

Payback Period

About 14 months at the SAR 140K mid-point. Under 12 months on paid contracts, around 24 on first-year pilot pricing. Target under 18 months.

Gross Margin

Pre-revenue today. Target above 60 percent by Year 2 across subscription and services, heading above 70 percent long-term as services become standard and crowdsourcing scales.

Churn Rate

Working assumption: 10 percent of customers lost a year, which supports the seven-year lifetime. We aim to keep 90 percent of revenue and grow the base. Saudi FMCG relationships last, but product fit and board decisions drive churn.

R 14 / 18
Strategic Analysis Ansoff Matrix
New Markets Existing Markets
Existing Products New Products
Market Penetration

Win Saudi general trade FMCG buyers with the core dashboard. Convert pilots to paid and expand seat and category coverage inside each account.

Product Development

Launch across Riyadh, Jeddah and Dammam, then second-tier cities, then GCC markets starting with the UAE and Bahrain.

Market Development

Add Dashboard V2, exception alerts, the recommendation engine, and new categories beyond tuna and chips into cosmetics and pharmacy.

Diversification

Build the multi-customer data-network play, licensing the same general trade dataset across several brands.

R 15 / 18
Strategic Analysis VRIO Framework
Criterion Assessment
Valuable AI that reads Saudi-specific products at an accuracy the buyer can act on. A hybrid in-house and crowdsourced collection layer. A Saudi founder trusted by regulators and family offices. Local, PDPL-compliant hosting. Each one solves a problem the FMCG buyer can measure.
Rare The combination is rare. NielsenIQ has the global AI. Trax has the recognition engine. Channelplay has Gulf field labour. None pairs these with a Saudi founder and local-first hosting aimed only at general trade.
Inimitable Weak today. AI imitable in 12 months by Trax. Geolocation and EXIF imitable in 6 months. Hybrid data-collection model harder, requires Saudi distributor relationships. Proprietary general trade data archive becomes inimitable as it compounds over 18-24 months.
Organized Partial. MVP built and organised to deliver. Team not yet hired, not organised to capture at scale. CTO and ML lead hires critical within 90 days post-raise. Saudisation-aligned hiring plus PDPL operating model required by Q3 2026.
R 16 / 18
Risk Analysis Risk Matrix
Low Impact High Impact
Low Likelihood High Likelihood
Monitor

A PDPL compliance flaw that blocks the first enterprise contract. A sovereign or distributor building the same thing in-house. Watch both through outside counsel and quarterly competitive checks.

Mitigate

FMCG procurement cycle longer than six months. Solo-founder execution gap without CTO. Mitigate through three staggered pilots, executive sponsors, and CTO hire within 90 days post-raise.

Accept

Saudisation quota rising above 60 percent. Regional political shocks beyond the 2024 baseline. Riyal-dollar swings within the Vision 2030 range. Accept these and spend no management time on them.

Manage

Services creep eating gross margin in the hybrid model. Slow traction from AI-search content early on. SDAIA guidance updates needing extra compliance work. Manage these in monthly reviews.

R 17 / 18
Roadmap Summary MVP built, lighthouse pilots queued, Vision 2030 tailwind active, raise readies team build
Milestones Achieved Five achieved
Next Milestone First lighthouse pilot Q3 2026
Funding Needed USD 1M to 1.5M seed
What's Next Founder-led outreach to anchor multinational FMCG begins Q3 2026 alongside PDPL compliance framework deliverable
R 18 / 18