# Entity Plan: TS National AI

The dedicated government-facing applied AI vendor. Splits off from TS Intel (per D23) to contain the irreversible model-contamination risk inherent in AI: government training data, fine-tuned weights, and gov-customer-derived improvements stay in TS National AI's tenancy forever; TS Intel's commercial foundation models are licensed in but never receive gov-derived data flowing back. Tier 1 under TS Public Sector Holdings Vietnam JSC. Y3 Q4 launch, aligned with the first Tier-1 customer cluster (Vitrine + Blue Dot) being operational and TS Intel having matured ~12 months of foundation-model R&D.

---

## Identity

| Field | Value |
|---|---|
| Entity name | TS National AI Pte Ltd (Singapore) + TS National AI Vietnam JSC |
| Group | TS Ventures (sub-cluster: Deep Tech & Specialized) — but legally owned by TS Public Sector Holdings VN JSC |
| Target launch | Year 3, Q4 |
| Mechanism | Greenfield (with TS Intel foundation-model IP license-in per D5/D20) |
| Tier (D17) | **Tier 1** — Vietnamese majority required (gov-customer primary; state-secret model handling; source-code review provisions) |
| Legal structure | Singapore Pte Ltd → Vietnamese JSC under TS Public Sector Holdings VN JSC. Vietnamese-majority ownership at OpCo level (≥51%) |
| Vietnamese majority required | Yes |

---

## Mission and Wedge

**Mission:** Be the Vietnamese government's preferred applied AI vendor — fine-tuning foundation models from TS Intel and partners into domain-specific gov solutions, operating sovereign AI infrastructure for state-secret-classified workloads, and serving as the AI capability layer for every Tier-1 TS entity. National-mission framing + commercial discipline.

**Three product lines:**

1. **Applied AI for Government** — Custom fine-tunes and applied solutions for Vietnamese ministries: MoNRE (environmental analytics), MARD (precision agriculture), MoH (healthcare AI), MoET (educational AI), MoD selected dual-use applications, MIC smart-city programs, MoCST (cultural-heritage AI). Project-based revenue + ongoing managed-service contracts.

2. **AI Services to Tier-1 TS Entities** — Internal customer base: Vitrine (museum digitalization analytics), Blue Dot (environmental sensor + drone-data AI), Argus (Y4+ cyber-threat detection AI), TS Data Services Gov-Cloud (Y4+ AI workload hosting), TS Field (Y4+ drone-imagery AI for sensitive sites). Cost-plus 5% internal rate (favorable vs. 8% Shared Services rate) encouraging adoption.

3. **Sovereign AI Infrastructure** — Vietnamese-resident AI infrastructure for workloads that cannot use commercial cloud or international models. Includes: licensed secure-facility hosting (per Luật Bảo vệ bí mật nhà nước 2018), Vietnamese-citizen-only access controls, encrypted-at-rest training data, audit trails for model provenance, sovereign-AI compliance certification. High-margin niche.

**Specific customer wedge:**
- **Internal:** every Tier-1 TS entity needing AI capability above what commodity models provide — and ALL of them need this. Vitrine alone (cataloguing + tagging + cross-collection AI) generates meaningful Y3–Y4 revenue.
- **External:** Vietnamese ministries running pilot AI programs with no incumbent vendor positioned for sovereign-AI requirements. Viettel AI is the closest competitor; FPT AI second.

**Why now (Y3):**
- TS Intel has 12+ months of foundation-model R&D by Y3 Q4 — provides licensable model base
- Vitrine launches Y3 Q1 (first Tier-1-customer cluster operational by Q3)
- Vietnamese government AI demand growing 40%+ annually (smart-city pilots in 8 cities, MARD precision-ag program expansion, healthcare AI under MoH 2030 plan)
- Decree 13/2023 (PDPD) + Cybersecurity Law create real demand for AI compliance partners
- LLM/RAG/agent-system maturity at commodity layer means applied-AI value capture has shifted to fine-tuning + integration + deployment (TS National AI's positioning)
- Foreign AI vendors (Microsoft, Google, AWS) are increasingly restricted in gov sales by data-localization rules — opens space for Vietnamese sovereign AI

**Why us:**
- Cross-licensed access to TS Intel's foundation models (most competitors are pure-applied with no foundation depth, or pure-foundation with no Vietnamese gov-applied path)
- Tier-1 sub-holding structure provides political cover (Viettel as strategic co-investor)
- Internal customer book (Vitrine, Blue Dot, etc.) provides bootstrap revenue + reference customers from day one
- TS Data Services Gov-Cloud (Y4 sibling) provides sovereign infrastructure substrate
- TS Public Sector Holdings cluster's accumulated Tier-1 regulatory experience by Y3 reduces compliance setup risk

---

## Market and Competition

**Total addressable market (Vietnam, 2026):**
- Vietnamese government AI services market: ~$200–400M, growing 40%+ per year
- Sovereign AI infrastructure (regulated workloads, MoD-adjacent): ~$50–100M, growing 60%+
- Defense + dual-use AI applications: classified procurement; real budget; difficult to size externally
- Combined addressable: ~$250–500M near-term, with 5x potential over 5 years

**Serviceable obtainable market (5-year):** $15–30M ARR realistic

**Named competitors:**

| Competitor | Stage | Strength | Weakness | Differentiation |
|---|---|---|---|---|
| **Viettel AI** | Military-owned dominant gov AI | MoD access; sovereign positioning by lineage; technical depth | Internal-focus; commercial flexibility limited; rigid procurement-shaped | **Primary strategic co-investor candidate** — partnership preferable to head-on competition; complementary rather than substitutive |
| **FPT AI** | Vietnamese tech giant AI arm | Scale, gov-tech relationships, broad customer base | Commercial-led; weak sovereign-AI positioning; international-cloud dependency | Sovereign-AI infrastructure + dedicated gov focus |
| **VNPT AI** | Telecom-arm AI | State-affiliated, infrastructure-aligned | Less applied-AI maturity | Applied AI depth + foundation model access via TS Intel |
| **VinAI** | Commercial Vietnamese AI lab | Strong research; LLM development | Commercial focus; less gov-customer maturity | Government-specialization + sovereign-AI positioning |
| **VNG AI, Zalo AI** | Vietnamese tech company AI arms | Tech talent | Captive commercial AI; not gov-positioned | Gov-positioned by design |
| **Microsoft Azure AI Government, Google Cloud Sovereign AI** | International cloud-AI | Best foundation models | Data-localization restrictions; foreign-vendor risk in sensitive procurement | Vietnamese-resident sovereign positioning beats foreign cloud for sensitive workloads |
| **Anduril, Shield AI** (international defense AI) | Defense-AI specialists | Mission-grade applications | No Vietnamese presence; foreign-vendor restrictions in Vietnamese defense | n/a (different geographic market) |

**Macro trends supporting:**
- Vietnamese state push for sovereign AI capability (Resolution 50-NQ/TW; National AI Strategy 2030)
- Smart-city programs in Hanoi, HCMC, Da Nang, Hue, Quang Ninh need applied AI vendors
- Decree 53 (data localization) and Decree 13 (PDPD) increasingly restrictive on cross-border AI
- MoD interest in dual-use AI growing (drone autonomy, threat-detection, predictive maintenance)
- Vietnamese health system AI modernization (under Resolution 20-NQ/TW healthcare-2030)
- Agricultural precision AI subsidies via MARD provincial programs
- Education AI under Decision 749 digital transformation in education

---

## Customer Strategy

**Ideal Customer Profile (ICP):**

Internal (Tier-1 TS entities) — required customers per founding:
- **Vitrine** (Y3 launch) — museum cataloguing AI, cross-collection analytics, multilingual content generation
- **Blue Dot** (Y2 launch, Y3 customer relationship) — environmental anomaly detection, sensor-fusion analytics, climate-trend forecasting
- **Argus** (Y4 launch) — cyber-threat detection, vulnerability analytics, incident triage AI
- **TS Data Services Gov-Cloud** (Y4 launch) — co-sell AI workloads to gov customers
- **TS Field** (Y4 launch) — drone-imagery AI for sensitive sites (state-secret-amenable processing)

External (government customers):
- Ministry-level pilot AI programs (3–10 ministry/agency relationships by Y5)
- Provincial governments (smart-city pilots)
- State-owned enterprises with regulatory AI needs (Vietcombank fraud-detection, EVN smart-grid analytics, VNPT customer analytics)

**First 10 customer targets (Y3 Q4 – Y4 Q4):**

1. **Vitrine** (internal anchor) — museum AI from launch
2. **Blue Dot** (internal) — environmental AI services
3. **MARD precision-agriculture program** — provincial pilots in 2–3 provinces
4. **MoNRE environmental monitoring** — analytics on satellite + ground-sensor data (Blue Dot synergy)
5. **MoH AI pilot program** — diagnostic AI in 2–3 public hospitals (TS Health Y2 customer synergy)
6. **MoET digital-learning AI** — adaptive learning AI in pilot universities (TS Education synergy)
7. **Hanoi or HCMC smart-city pilot** — citizen-services AI for one urban-management use case
8. **EVN (electricity SOE)** — smart-grid analytics
9. **Vietnam General Department of Customs** — anomaly detection AI for customs declarations
10. **Vietnam Ministry of Public Security** (via Argus Y4) — cyber-threat AI

**Customer acquisition motion:**
- **Y3 Q4–Y4 Q2:** Founder + operator-CEO direct relationship-building with ministry leadership; Viettel co-sell channel; internal Vitrine + Blue Dot deployments as proof points
- **Y4 Q3–Y5:** Dedicated gov-sales lead; framework agreements with 2–3 ministries; case studies from internal deployments
- **Y5+:** Vertical specialization (defense-AI specialist, health-AI specialist, agri-AI specialist within the entity)

**Pricing model:**

- **Applied AI projects (external gov)**: $200K–$3M per project depending on scope; fixed-fee or T&M with success bonus; 12–24 month engagements typical
- **Managed AI services (ongoing)**: $20K–$200K/month per ministry-customer; tier by model complexity + data volume + SLA
- **Internal TS entity services**: cost-plus 5% (favorable rate per D6 framework, special for cross-Tier-1 internal services)
- **Sovereign AI infrastructure hosting**: $50K–$500K/month per workload (high-margin niche; sensitive workload premium)
- **Foundation model licensing pass-through from TS Intel**: customer pays TS National AI's blended rate (includes TS Intel royalty per D5)

**Customer wedge gate (D18):** ≥3 internal Tier-1 customer commitments (Vitrine confirmed, Blue Dot confirmed, one of TS Field/Argus/TSDS Gov-Cloud committed for Y4) + ≥1 external ministry-level pilot contract LOI before incorporation.

---

## Capital and Cap Table

**Y3 launch capital:** $2–5M total

- Operator-CEO + technical co-founder cash-equity package (Y3 Q3 hiring): $200–400K
- Applied AI engineering team build (Y3 Q4–Y4 Q1, 8–12 engineers): $800K–1.5M annualized
- Sovereign infrastructure setup (licensed secure facility + Vietnamese-citizen-cleared compute): $500K–1M one-time + ongoing
- TS Intel IP license-in initial payment + ongoing royalty: $100–300K Y1, scaling with revenue
- Working capital + customer-acquisition costs: $500K–1M
- **Smaller than TS Intel** (~$1–2M Y2 launch) because TS National AI licenses-in foundation models rather than building them; capital intensity is applied-engineering + infrastructure + gov-sales, not foundation R&D

**Capital sources:**
- TS Holdings M&A budget allocation: ~50% (~$1.5M)
- Viettel strategic co-investment: ~30% (~$1M; closes alongside or just after launch)
- Founder direct: ~20% (~$0.5M)

**Series A target Y5:** $8–15M from Viettel-led syndicate (Viettel doubling down, possibly FPT joining; Vietnamese gov-AI strategics rare elsewhere; international VCs unlikely due to gov-customer concentration)

**Cap table at launch (post strategic co-investor close):**

| Stakeholder | Allocation | Notes |
|---|---|---|
| TS Public Sector Holdings VN JSC | 45–50% | Direct parent (Vietnamese majority maintained at sub-holding + per-entity level) |
| **Viettel** (strategic co-investor) | 18–20% | Primary candidate; military lineage + AI capability + sovereign positioning alignment |
| Operator-CEO + technical co-founder + key team | 18–22% | Founder-shareholder cap table per [operator-ceo-recruiting.md](../operator-ceo-recruiting.md); operator-CEO 12–14%, CTO/technical co-founder 4–6%, key team 4% |
| ESOP pool | 15% | Per D3 |

**Performance milestones tied to capital:**

- **6 months post-launch (Y4 Q2)**: Vitrine + Blue Dot AI services live; first external ministry contract in pilot; 8–10 engineers onboarded; sovereign infrastructure operational
- **12 months (Y4 Q4)**: $500K MRR run-rate; 2–3 external ministry contracts active; first Argus + TS Field internal-customer deployments
- **18 months (Y5 Q2)**: $1M MRR; Series A motion begins (Viettel-led)
- **24 months (Y5 Q4)**: Series A closed; $1.5–2M MRR; vertical specialization emerging (defense AI, health AI, agri AI as named practices within entity)
- **36 months (Y6 Q4)**: $3–5M MRR; first international expansion via TS Indonesia / TS Thailand (sovereign-AI for those countries' governments — high-margin niche)

**Capital gate (D18):**
- [ ] Viettel (or alternative) strategic co-investor LOI signed
- [ ] Founder direct injection committed
- [ ] TS Holdings M&A/strategic-budget allocation approved by board
- [ ] TS Intel IP licensing terms drafted (per D5/D20) and signed

---

## Operator-CEO Profile

**Required experience:**
- 10+ years in applied AI engineering, with at least 3 years on gov-customer or sovereign-AI work
- Has shipped production AI systems for regulated customers (defense, healthcare, financial services, gov)
- Vietnamese national; clean criminal record (Phiếu lý lịch tư pháp số 2); security-clearance-amenable for state-secret roles
- Familiar with Vietnamese government procurement cycles (often 9–18 month sales cycles)
- Comfortable hiring + retaining AI engineers in Vietnamese market
- English fluency for international foundation-model vendor partnerships (Anthropic, OpenAI, Mistral as potential commercial fallbacks alongside TS Intel)

**Likely sourcing channels:**
- **Viettel AI senior engineers / division leads** (highest-probability source — combines Vietnamese gov-AI experience + scalable engineering)
- **FPT AI directors / senior PMs** (commercial-led but with gov-tech exposure)
- **VinAI senior researchers** (research depth + commercial track record)
- **VNG AI engineering leads** (large-scale ML systems experience)
- **Sky Mavis ML / ZaloAI senior engineers** (production ML in Vietnamese context)
- **Diaspora returnees from defense-AI / mission-AI companies** (Anduril, Shield AI, Palantir mission systems, US defense AI startups with Vietnamese ethnic founders/engineers)
- **Returnees from international AI labs with Vietnamese background** willing to relocate for mission-driven role

**CTO / Technical co-founder profile:**
- Hands-on ML engineering depth (fine-tuning, RAG, agent systems, evaluation pipelines)
- Familiar with Vietnamese government data handling requirements
- Vietnamese citizen (mandatory for state-secret-handling access)
- Complementary to CEO (if CEO is gov-sales-led, CTO is engineering-led; if CEO is engineering-led, CTO is research-led)

**Compensation model:** Founder-shareholder variant essential. Operator-CEO 12–14% equity, CTO 4–6%. Cash: CEO $110–150K base + 30–50% bonus; CTO $90–120K base + 25–40% bonus.

**Reports to:** Founder directly; from Y5, possibly a TS Public Sector Holdings cluster-level GM if such a role is established for managing Blue Dot / Vitrine / Argus / TSDS Gov-Cloud / TS Field / TS National AI cluster.

**CEO gate (D18):**
- [ ] Named candidate identified by Y3 Q1
- [ ] CIR engagement Y3 Q2 (paid retainer while refining gov-customer pipeline + TS Intel licensing structure + Viettel co-investor relationship)
- [ ] Offer signed Y3 Q3
- [ ] CTO/co-founder signed Y3 Q3–Q4

---

## Founding Team

**First 12 hires (Y3 Q4 – Y4 Q2):**

| Role | When | Comp (USD) | Notes |
|---|---|---|---|
| Operator-CEO | Y3 Q3 | $110–150K + 12–14% | Hired pre-incorporation; CIR engagement Q2 |
| CTO / Technical co-founder | Y3 Q3–Q4 | $90–120K + 4–6% | Complementary domain to CEO |
| Head of Applied AI (Vitrine + Blue Dot deployments first) | Y3 Q4 | $70–100K + ESOP | Critical for first internal deployments |
| Senior ML Engineer × 3 | Y3 Q4 – Y4 Q1 | $50–80K each + ESOP | Fine-tuning, RAG, evaluation |
| Senior MLOps Engineer | Y4 Q1 | $50–80K + ESOP | Sovereign infrastructure operations |
| Gov Affairs / Sales Lead | Y4 Q1 | $60–100K + commission + ESOP | Ministry relationship development |
| Customer Success / Implementation Lead | Y4 Q2 | $40–70K + ESOP | Internal + external customer onboarding |
| Security / Compliance Officer | Y4 Q2 | $50–80K | Tier-1 requirements; state-secret handling protocols; per D17 entity Compliance Officer |
| Data Engineer × 2 | Y4 Q1–Q2 | $40–60K each + ESOP | Vietnamese-context data pipelines |
| Research Engineer | Y4 Q2 | $55–90K + ESOP | Foundation-model fine-tuning, Vietnamese-language specialization |

**Headcount trajectory:**
- Y3 end: 6–8
- Y4 end: 20–30
- Y5 end: 50–80
- Y8 end: 150–250

---

## Product / Tech Strategy

**MVP scope (6 months post-launch — Y4 Q2):**

- **Vitrine AI services live** — museum cataloguing AI, multilingual content generation, cross-collection analytics
- **Blue Dot AI services live** — environmental anomaly detection from sensor + drone data
- **Sovereign AI infrastructure operational** — licensed secure facility, Vietnamese-citizen access controls, encrypted-at-rest storage, audit trails
- **First ministry pilot active** — typically MARD or MoNRE (lower regulatory complexity than MoD)
- **TS Intel foundation-model licensing operational** — clear API, royalty tracking, one-way-data-flow enforcement, annual audit cadence established

**Wave 2 (Y4 Q3 – Y4 Q4):**

- **Argus AI integration** (when Argus launches Y4) — cyber-threat detection models
- **TS Field AI integration** (when TS Field launches Y4) — drone-imagery AI with state-secret handling
- **TSDS Gov-Cloud co-sell** — TS National AI workloads hosted on Gov-Cloud, joint customer offering
- **Second + third ministry pilots active**
- **First sovereign-AI infrastructure external customer** (SOE or ministry)

**Core IP we build:**
- Vietnamese-language fine-tuning corpus and recipes (specifically optimized for Vietnamese gov/legal/cultural domains)
- Government-data quarantine and audit infrastructure (one-way-flow enforcement, provenance tracking)
- Vietnamese-context evaluation suites (gov-domain-specific accuracy metrics)
- Sovereign-AI infrastructure tooling (Vietnamese-citizen-access controls, state-secret-amenable training pipelines)
- Applied AI templates for top 5 gov use cases (anomaly detection, document analysis, multilingual content, citizen-services chat, sensor-fusion analytics)

**Build vs license vs partner:**

| Component | Approach | Notes |
|---|---|---|
| Foundation models | **License-in from TS Intel** (primary); **commercial fallback** (Anthropic, OpenAI, Mistral via approved channels for non-sensitive) | Per D5/D20; one-way data flow strictly enforced |
| Fine-tuning infrastructure | **Build** | Differentiation layer; Vietnamese-citizen-only access |
| Evaluation suites | **Build** (Vietnamese-context); leverage open-source frameworks where applicable | |
| MLOps platform | **Build on TS Data Services Gov-Cloud** | When TSDS Gov-Cloud goes live Y4 |
| Sovereign secure facility | **Partner** (licensed Vietnamese data-center operator, possibly VNPT or Viettel facility) | No own facility construction |
| Vietnamese-language data | **Build proprietary corpus** + license from Vietnamese publishers where appropriate | |
| Sensitive-imagery handling | **Build air-gapped pipeline** | For TS Field-sourced state-secret-classified imagery |

**Technical risks:**
- **Foundation model quality lag** — if TS Intel's models lag international SOTA, applied work suffers; commercial-fallback pathway essential
- **Vietnamese-language specialization** — Vietnamese-language tasks are underserved by international foundation models; specialization is a moat but requires sustained investment
- **One-way-data-flow enforcement** — technical and operational discipline; failure here breaks D23 thesis entirely

---

## Go-to-Market

**Sales motion:**

- **Y3 Q4 – Y4 Q2:** Founder + operator-CEO + Viettel co-sell + internal portfolio anchors. Direct relationship-building with ministry leadership. Vitrine + Blue Dot as proof points.
- **Y4 Q3 – Y5:** Dedicated Gov Affairs / Sales Lead; framework agreements with 2–3 ministries; case study development.
- **Y5+:** Vertical specialization within entity (defense-AI, health-AI, agri-AI, environmental-AI as named practices); Series A funded BD team expansion; international expansion (sovereign-AI for Indonesia/Thailand/Philippines via TS Indonesia/Thailand/Philippines sub-holdings).

**Channel strategy:**

- **Viettel co-sell partnership** (strategic co-investor) — Viettel sells TS National AI into ministries and SOEs alongside its own offerings; mutual referral on workloads
- **Vietnamese Ministry-level framework agreements** — formal vendor status with 2–3 ministries by Y5 (MARD, MoNRE, MoH likely first; MoD selective)
- **Vietnamese AI Association / VINASA** — industry participation, standards development
- **MIC smart-city pilot programs** — established vendor partnerships
- **TS Public Sector cluster cross-sell** — every other Tier-1 TS entity is a customer; every Tier-1 entity's customer is a TS National AI prospect

**Anchor customer strategy:**

- **Vitrine + Blue Dot as internal anchors** — both Tier-1 TS entities operational by Y3 Q4, both natural buyers of TS National AI services; revenue + reference customers from Day 1
- **One named external ministry pilot** — MARD precision-agriculture or MoNRE environmental analytics is the most realistic first external anchor (lower regulatory complexity than MoH or MoD; well-established gov programs)
- **Viettel as channel partner + customer** (Viettel itself consumes some TS National AI services for projects where Viettel is the prime contractor)

**Marketing approach:**

- **Mission-coded brand positioning** ("TS National AI" name itself signals sovereign mission); content emphasizes Vietnamese self-sufficiency in AI
- **TS Media collaboration** for thought-leadership content on sovereign AI, Vietnamese-language AI, gov-customer AI compliance
- **Vietnamese AI Summit + VINASA AI conferences** speaking presence
- **Case studies anchored on outcome metrics** (cost savings to ministries, citizen-services efficiency, fraud detection rates)
- **Government-relations content** — published positions on Vietnamese AI standards, contributions to MIC AI strategy documents
- **Carefully managed external communications** — minimal disclosure of specific sensitive customer engagements; high-level case studies only for non-sensitive work

**Cross-portfolio synergies (this is the strategic core):**

| Internal customer / partner | Service consumed / provided |
|---|---|
| **TS Intel** (Y2) | **License-in foundation models** (primary supplier relationship); strict one-way data flow |
| **Vitrine** (Y3) | Applied AI customer — museum cataloguing, multilingual, cross-collection analytics |
| **Blue Dot** (Y2) | Applied AI customer — environmental anomaly detection, sensor-fusion |
| **Argus** (Y4) | Applied AI customer — cyber-threat detection (deep integration likely; possibly merged operationally) |
| **TS Data Services Gov-Cloud** (Y4) | Infrastructure provider — TS National AI workloads run on Gov-Cloud |
| **TS Field** (Y4) | Applied AI customer — drone-imagery AI for state-secret-amenable sensitive sites |
| **TS Public Sector Holdings VN JSC** | Sub-holding governance + Vietnamese strategic co-investor coordination |
| **TS Shared Services** | Cost-plus 8% finance/legal/HR/compliance (standard) |
| **TS Brand & IP Holdings** | Trademark license (1% royalty); also receives shared-IP licensing royalty from TS National AI's gov-specific applied IP |
| **TS Foundation** (Y6+) | Pro bono AI services for humanitarian / philanthropic gov programs (small but reputationally valuable) |

---

## Milestones

| Horizon | Target |
|---|---|
| Pre-launch (Y3 Q1–Q3) | CEO + CTO hired; Viettel co-investor LOI; TS Intel IP licensing terms drafted + signed; 3+ internal customer commitments + 1 external ministry LOI |
| 90 days post-launch (Y4 Q1) | Vitrine AI services live; sovereign infrastructure operational; first ministry pilot kickoff |
| 6 months (Y4 Q2) | Blue Dot AI services live; $200K MRR; 8–12 engineers; first paying external ministry contract |
| 12 months (Y4 Q4) | $500K MRR; Argus + TS Field integrations live; 2–3 external ministry contracts active |
| 18 months (Y5 Q2) | $1M MRR; Series A motion begins (Viettel-led) |
| 24 months (Y5 Q4) | Series A closed ($8–15M); $1.5–2M MRR; vertical specialization emerging |
| 36 months (Y6 Q4) | $3–5M MRR; first international expansion (sovereign-AI for TS Indonesia gov-customer pilots) |
| 60 months (Y8) | $8–15M MRR; potential carve-out as part of TS Public Sector cluster strategic event |

---

## Risks (Top 5)

1. **One-way data flow enforcement failure** — if government data, fine-tuned weights, or gov-customer-derived improvements leak back into TS Intel's commercial models, the entire D23 thesis collapses; TS Intel's commercial defensibility is compromised forever; investor and customer trust destroyed.
   - **Mitigation:** Technical air-gap (separate infrastructure, separate access controls, separate model registries); operational discipline (Vietnamese-citizen-only access for gov-data handling; logged + audited every access); annual third-party audit confirming no contamination; clear contractual language with TS Intel on IP licensing one-way flow.

2. **Vietnamese government procurement cycles slower than runway** — gov sales cycles typically 9–18 months; if TS National AI's runway can't sustain that, entity stalls.
   - **Mitigation:** Internal customer book (Vitrine, Blue Dot, Argus, TS Field) provides bridge revenue with shorter cycles; Viettel co-sell accelerates ministry access (Viettel already on ministry framework agreements); TS Holdings parent commits to capital bridge if needed.

3. **Foundation-model quality lag vs international SOTA** — if TS Intel's foundation models materially lag GPT-X / Claude-X / Gemini, applied work quality suffers; customers prefer commercial-cloud alternatives despite data-localization friction.
   - **Mitigation:** Commercial-fallback pathway for non-sensitive workloads (Anthropic, OpenAI, Mistral via approved data-localization-compliant channels); Vietnamese-language specialization as competitive moat (international models underperform on Vietnamese-specific tasks); active TS Intel/TS National AI joint research on Vietnamese-language fine-tuning.

4. **Viettel competition** — Viettel AI is a direct competitor for some workloads even with the co-investment partnership; risk of being squeezed out of best deals.
   - **Mitigation:** Co-investor relationship + shareholder agreement specifies non-compete on specific workload categories; TS National AI focuses on applied AI + sovereign infrastructure niches Viettel underserves; mutual customer-referral mechanism documented at investment close.

5. **Operator-CEO concentration risk** — AI gov-sales operators with Vietnamese citizenship + clearance-amenable backgrounds are rare; if our CEO leaves, hard to replace.
   - **Mitigation:** Founder-shareholder cap table (12–14% equity) maximizes retention; succession planning with named candidates from Y4 onward; CTO as backup operational lead.

---

## Tier-1 specific requirements

Per [government-customer-compliance.md](../government-customer-compliance.md) + AI-specific additions:

- [ ] Vietnamese-citizen Người đại diện theo pháp luật (operator-CEO)
- [ ] D&O insurance Vietnamese carrier
- [ ] Independent Compliance Officer (state-secret + AI-specific handling)
- [ ] No intercompany loans (cost-plus services only); IP licensing royalties only with TS Intel
- [ ] Office space independent (potentially co-located with TS Data Services Gov-Cloud for operational efficiency on Vietnamese-citizen-cleared facility, but legally separate)
- [ ] Banking at Vietcombank or BIDV
- [ ] 10-year document retention in Vietnam (training data, model versions, audit trails, customer contracts, gov communications)
- [ ] No nominee shareholders — Viettel as real strategic co-investor with real economic interest
- [ ] Annual anti-corruption training
- [ ] Whistleblower channel routing to TS Shared Services Legal
- [ ] No founder personal guarantees

**AI-specific Tier-1 additions:**

- [ ] **Model handling protocol** — all model artifacts (weights, fine-tunes, training data) tagged with provenance + sensitivity classification; air-gapped storage for sensitive-tier models
- [ ] **Training data quarantine** — gov-customer training data physically + logically separated from commercial training data; no mixing infrastructure
- [ ] **Fine-tuning audit trails** — every fine-tuning run logged with inputs, base model version, output checksum, authorized operator (Vietnamese-citizen-cleared for sensitive work)
- [ ] **Source-code review provisions** — standard in gov contracts; protocols pre-defined (which code, which reviewers, where, what IP carve-outs)
- [ ] **Vietnamese-citizen-only access controls** for state-secret-classified model fine-tuning
- [ ] **External annual AI-compliance audit** — Big 4 with AI-audit practice (KPMG or PwC technology-risk practice)
- [ ] **One-way data flow with TS Intel** — contractually + technically enforced; annual third-party verification

---

## Strategic co-investor: Viettel

Viettel Group is the primary co-investor candidate. The same logic that makes Viettel ideal for TS Field applies to TS National AI — and shared co-investor across multiple Tier-1 entities creates partnership leverage.

**Reasons:**
- Military-owned with deep MoD relationships
- Existing AI capability (Viettel AI division) — partnership preferable to competition
- Manufacturing + telecom customer relationships through Viettel's commercial arm provide AI prospect pipeline
- Political cover for Tier-1 sensitive work
- International expansion alignment (Viettel operates in Cambodia, Laos, Myanmar, Mozambique, Tanzania, Peru — natural channels for sovereign-AI expansion)
- Sovereign-AI positioning aligns with Viettel's strategic narrative

**Co-investor relationship terms (negotiated alongside investment):**
- 18–20% minority stake
- Board seat at TS National AI
- Non-compete on specific workload categories (Viettel doesn't compete with TS National AI on agreed sectors; vice versa)
- Mutual customer referral
- Joint go-to-market for ministry framework agreements
- TS National AI is preferred AI vendor for Viettel commercial-arm contracts in agreed sectors

**Decline path:** If Viettel doesn't materialize as co-investor by Y3 Q2:
- Alternative 1: **FPT** (less defense-aligned but stronger commercial gov-customer base)
- Alternative 2: **SCIC** (sovereign investor; provides political cover only, no operational partnership)
- Alternative 3: **Delay launch** to Y4 and reassess

Don't proceed with Tier-1 entity without strategic co-investor (D17 explicit requirement).

---

## Exit / outcome scenarios

| Scenario | Probability | Outcome | Timeline |
|---|---|---|---|
| **Strategic sale to Viettel** (Viettel buys out remaining stake; consolidates Vietnamese sovereign AI) | 20–30% | $150–400M at $5M+ MRR | Y6–Y8 |
| **IPO success** (Vietnamese listing as part of TS Public Sector cluster carve-out) | 5–10% | $200–500M valuation | Y8+ |
| **Strategic sale to international defense-AI** (Anduril regional expansion, Shield AI Asia entry) | 5–10% | $100–300M | Y6–Y8 |
| **Sustained portfolio entity** (cash-generative, dividends) | 30–40% | $3–8M MRR; high-margin sovereign-AI niche | Y4+ |
| **Stall at sub-scale** | 15–25% | $1–2M MRR plateau; consolidation candidate | Y5–Y7 |
| **Fail** (data-flow enforcement breach, regulatory issue, or M&A integration problem) | 5–10% | Wind-down; commercial-AI capability absorbed back into TS Intel | Y4–Y5 |

**5-year valuation target (75th percentile):** $80–250M

**8-year valuation target (75th percentile):** $200–500M

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## Dependencies and gating

**External dependencies before incorporation:**
- Viettel (or alternative) strategic co-investor LOI signed
- TS Intel IP licensing terms drafted + signed (per D5/D20)
- Operator-CEO + CTO offers signed
- 3+ internal Tier-1 customer commitments (Vitrine confirmed, Blue Dot confirmed, one of TS Field/Argus/TSDS Gov-Cloud committed)
- 1+ external ministry pilot LOI

**Internal dependencies:**
- TS Public Sector Holdings VN JSC operational (live since Y2)
- TS Intel operational and at ≥12 months of foundation-model maturity (Y2 launch + 12 months → Y3 Q3 readiness)
- Vitrine (Y3 Q1) and Blue Dot (Y2) operational and ready as anchor customers
- TS Data Services Gov-Cloud will go live Y4 (TS National AI launches Y3 Q4 — runs on temporary infrastructure or licensed facility until Gov-Cloud ready)
- Shared Services + TS Public Sector + Tier-1 compliance infrastructure capacity

**Decision gate (per D18):**
- [ ] CEO gate: operator-CEO + CTO signed
- [ ] Customer gate: 3+ internal Tier-1 + 1+ external ministry LOI
- [ ] Capital gate: Viettel LOI + founder direct + TS Holdings allocation
- [ ] Capacity gate: TS Public Sector cluster capacity confirmed

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## Related documents

- [../aggressive-8-year-growth-plan.md](../aggressive-8-year-growth-plan.md) — Y3 launch position
- [../operator-ceo-recruiting.md](../operator-ceo-recruiting.md) — founder-shareholder variant essential
- [../government-customer-compliance.md](../government-customer-compliance.md) — Tier-1 entity disciplines + AI-specific additions
- [ts-public-sector-holdings.md](ts-public-sector-holdings.md) — parent sub-holding (now houses 6 Tier-1 entities including TS National AI)
- [ts-field.md](ts-field.md) — sibling Tier-1 entity; TS Field's drone-imagery AI work routes through TS National AI for state-secret-classified imagery
- [../../notes/decisions.md](../../notes/decisions.md) — D1, D3, D5 (IP licensing framework — central to this entity), D17 (firewall framework), D18, D20, D22 (TS Field precedent for one-entity bundling), D23 (this entity's founding decision)