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Industry Guide 24 January 2026 11 min read

AI Grants for Deep Tech Startups: Startup SG Tech, EIS, EDG

Building foundational AI technology—LLMs, computer vision, NLP, robotics, autonomous systems—requires significant R&D investment before commercial traction. Singapore offers targeted funding for deep tech AI startups: Startup SG Tech for proof-of-concept and proof-of-value validation (up to S$800K), EIS for R&D tax benefits (400% deduction), EDG for product development (up to 70% support), and AI Singapore programmes (AIAP, 100E) for talent and project co-funding. This guide compares the best-fit grant by startup stage, from first founder validation to proprietary AI PoC, product build, and R&D tax relief.

Verified 11 July 2026

Choose the funding route by stage: Startup SG Founder for an eligible first-time founder, Startup SG Tech for proprietary technology at PoC or PoV stage, EIS for qualifying R&D expenditure, and EDG for an established company commercialising or scaling an AI product.

Quick answer: use Startup SG Founder if you are a first-time founder validating the idea, Startup SG Tech when proprietary AI needs PoC or PoV funding, EDG when a working AI product needs commercialization support, and EIS when qualifying R&D spend should reduce tax.

Best-Fit Grants for Deep Tech AI Startups

Start Here (Quick Pick)

  • You need PoC/PoV funding for proprietary AI technologyStartup SG Tech (up to S$800K, milestone-based)
  • You’re doing genuine AI R&D with technical uncertaintyEIS (400% tax deduction)
  • You’re building AI products for marketEDG (up to 70% funding, no cap)
  • You want talent + project support for AI PoCAI Singapore 100E (3-month engagement)
  • You’re a first-time founder with AI startup ideaStartup SG Founder (up to S$50K, requires AMP)

Eligibility & Timing Rules

  1. Apply before you start. For Startup SG Tech and EDG, project work before approval disqualifies your application.
  2. Proprietary technology required. Startup SG Tech requires IP ownership or clear path to IP protection.
  3. 30% local shareholding. Singapore-registered with at least 30% local equity for most schemes.
  4. Milestone-based disbursement. Startup SG Tech releases funds against verified technical milestones.

Quick Decision Matrix

Which grant fits your AI deep tech project
Startup SG Tech EIS EDG AI Singapore 100E
Early-stage AI PoC validation
Custom LLM/foundation model development
Computer vision / NLP research
AI product commercialization
Robotics / autonomous systems R&D
AI training / fine-tuning proprietary models
Need talent support (AI engineers)
Loss-making / pre-revenue company ✓*

Legend: ✓ = Good fit | — = Not applicable | ✓* = EIS offers 20% cash payout option for loss-making companies

Grant Comparison Table

Deep tech AI funding options compared
Startup SG Tech EIS EDG AI Singapore 100E
Type Cash grant Tax incentive Cash grant Co-funded project
Support amount Up to S$800K 400% deduction Up to 70% AIAP team + co-invest
Cap Milestone-based S$400K/category No fixed cap S$75K cash + S$126K in-kind
Processing time 8-12 weeks At tax filing 8-12 weeks 3-month project
Pre-approval needed Yes No Yes Yes
Best for PoC/PoV stage Ongoing R&D Product development AI PoC with talent

Startup SG Tech: PoC/PoV Funding for AI Startups

Use Startup SG Tech when: you’re developing proprietary AI technology that requires proof-of-concept or proof-of-value validation before commercialization.

Good Fit Examples

  • Developing a novel NLP model for Southeast Asian languages
  • Building computer vision systems for industrial inspection
  • Creating AI algorithms for autonomous navigation
  • Training domain-specific LLMs on proprietary datasets
  • Developing AI-powered medical diagnostic tools

Funding Structure

Startup SG Tech provides milestone-based funding for two stages:

Proof-of-Concept (PoC): Demonstrating technical feasibility

  • Technology development and prototyping
  • Algorithm research and validation
  • Initial model training and testing

Proof-of-Value (PoV): Demonstrating commercial viability

  • Market testing and pilot implementations
  • Customer trials and validation
  • Commercialization preparation

How Much

  • Up to S$800,000 total funding
  • Disbursed against verified milestones
  • Funding amount varies based on technology complexity and project scope

Key Requirements

  • Singapore-registered startup with at least 30% local shareholding
  • Proprietary technology with clear IP ownership or protection strategy
  • Technology must have commercial potential
  • Early-stage development (not yet commercially deployed)

How (Fast Path)

  1. Prepare IP documentation (patents, trade secrets, licensing agreements)
  2. Develop clear technical milestones with success criteria
  3. Submit application via Enterprise Singapore with technology narrative
  4. Pass technical evaluation and due diligence
  5. Receive Letter of Offer (LOO) with milestone schedule
  6. Begin project work only after approval

Where


EIS: R&D Tax Benefits for AI Development

Use EIS when: you’re doing genuine AI R&D with technical uncertainty and want to reduce tax burden on R&D expenditure.

Budget 2026 Update: A separate AI expenditures activity (S$50K cap, 400% deduction, YA 2027–2028) now sits alongside the existing R&D category. The AI activity has no cash payout option. See EIS Budget 2026 AI Changes for details.

What Qualifies as AI R&D?

Your AI work must involve technical uncertainty to qualify:

  • Are you solving a problem where the technical solution is unknown?
  • Are you developing novel algorithms or adapting existing ones in new ways?
  • Is there genuine experimentation involved?

Qualifies: Developing a custom transformer architecture for low-resource language processing.

Does NOT qualify: Implementing an off-the-shelf chatbot API with standard configuration.

Good Fit Examples

  • Developing novel AI/ML algorithms with unknown optimal approaches
  • Training foundation models on proprietary datasets
  • Algorithm research and experimentation for specific domains
  • AI model optimization and architecture research
  • Federated learning implementations with technical challenges

How Much

R&D Expense LevelTax Deduction (400%)Tax Savings (17% rate)
S$100,000S$400,000S$68,000
S$250,000S$1,000,000S$170,000
S$400,000 (cap)S$1,600,000S$272,000

Loss-making companies: Elect cash payout of 20% on up to S$100K R&D expenses = S$20,000 cash.

How to Claim EIS for AI R&D

  1. Document R&D activities: Keep technical logs, experiment records, and evidence of uncertainty
  2. Track staff time: Record hours spent on qualifying AI R&D activities
  3. Retain all invoices: Keep receipts for compute costs, datasets, tools, and services
  4. Claim at tax filing: Include EIS claim in Form C-S or Form C (no pre-approval needed)
  5. File by deadline: Submit by 30 November of the relevant Year of Assessment

Where


EDG: Product Development Funding for AI

Use EDG when: you’re developing AI products for market and need funding for consultancy, software, equipment, or manpower.

Good Fit Examples

  • Building AI SaaS platform for enterprise customers
  • Developing AI-powered hardware products (robotics, edge devices)
  • Creating AI solutions for specific industry verticals
  • Scaling AI products from prototype to production
  • Integrating AI capabilities into existing product lines

Eligible Costs

EDG covers three types of costs for AI product development:

  1. Third-party consultancy fees: AI consultants, system integrators, domain experts
  2. Software and equipment: AI platforms, compute infrastructure, specialized hardware
  3. Internal manpower cost: Staff time dedicated to the AI development project

How Much

  • Up to 70% support for SMEs (50% standard rate, enhanced rates available)
  • No fixed funding cap (based on project scope)
  • Processing time: 8-12 weeks

Key Requirements

RequirementDetails
Singapore registrationBusiness registered and operating in Singapore
Local ownershipAt least 30% local equity
Financial readinessAble to fund the non-supported portion
Project startMust NOT start before approval

How (Fast Path)

  1. Define your AI product development project with clear milestones
  2. Get vendor quotes for all compute, software, consultancy, and equipment
  3. Prepare project plan showing product roadmap and commercialization strategy
  4. Submit via BGP (Business Grants Portal) with business case
  5. Wait for approval (8-12 weeks typical)
  6. Begin project work only after receiving LOO

Where


AI Singapore Programmes: Talent + Project Co-Funding

Use AI Singapore programmes when: you want AI talent support alongside project funding for proof-of-concept development.

100 Experiments (100E) Programme

AI Singapore’s 100E programme matches your AI project with AIAP (AI Apprenticeship Programme) teams to build working AI solutions.

What you get:

  • Full-time AI engineering team (1 mentor + 4-6 apprentices)
  • Professional project management
  • Support from senior AI engineers and MLOps experts
  • 3-month intensive PoC development

Your co-investment:

  • S$75,000 cash (project sponsor contribution)
  • S$126,000 in-kind (staff time, data access, compute resources)

Good Fit Examples

  • Computer vision for quality inspection in manufacturing
  • NLP models for customer service automation
  • Predictive analytics for operations optimization
  • AI-powered document processing systems

How 100E Works

  1. Apply to AI Singapore with your AI use case and business problem
  2. Selection: AI Singapore evaluates project feasibility and business impact
  3. Team formation: AIAP team assigned to your project
  4. 3-month engagement: Intensive PoC development at AI Singapore office
  5. Handover: Working MVP with documentation for your team

AIAP: Talent Pipeline

If you’re hiring AI engineers, AIAP graduates offer:

  • 9 months of intensive AI training
  • Real-world project experience from 100E projects
  • Skills in machine learning, MLOps, and production AI systems

Where


Common AI Deep Tech Scenarios

Scenario 1: Pre-Seed AI Startup with Novel Algorithm

Situation: You’ve developed a novel AI algorithm and need funding to validate technical feasibility.

Best fit: Startup SG Tech (PoC funding)

Why:

  • Designed for early-stage technology validation
  • Milestone-based funding matches R&D uncertainty
  • No revenue or traction required
  • Up to S$800K for comprehensive PoC/PoV validation

Scenario 2: AI Startup with Working Prototype, Need to Productionize

Situation: Your AI model works in lab conditions. You need funding to build production-grade product.

Best fit: EDG (product development)

Why:

  • Covers consultancy, compute, and manpower costs
  • No fixed cap—supports larger product builds
  • Supports custom AI product development
  • 70% support rate for SMEs

Scenario 3: Profitable Company Investing in AI R&D

Situation: Your company has revenue and wants to invest in AI R&D for new capabilities.

Best fit: EIS (tax benefits)

Why:

  • 400% deduction significantly reduces tax burden
  • No pre-approval needed—claim at tax filing
  • Covers compute costs, staff time, and tools
  • Can combine with EDG (different expenses)

Scenario 4: AI Startup Needing Talent for PoC

Situation: You have an AI use case but lack engineering talent to build the PoC.

Best fit: AI Singapore 100E

Why:

  • Provides full AI engineering team
  • 3-month intensive engagement
  • S$75K cash co-investment (lower than hiring full team)
  • Access to AI Singapore expertise and infrastructure

Scenario 5: First-Time AI Founder with Early Idea

Situation: You’re a first-time founder with an AI startup idea, company not yet incorporated or < 6 months old.

Best fit: Startup SG Founder (not covered in detail here)

Why:


Deep Tech AI Pitfalls to Avoid

Pitfall 1: Starting Work Before Approval

The mistake: Beginning AI development before Startup SG Tech or EDG approval.

The problem: Applications are rejected if project work (code commits, model training, contracts) starts before Letter of Offer.

How to avoid:

  • Apply first, start later
  • Document project start date clearly
  • Do not commit code to production repository before approval

Pitfall 2: Weak IP Protection Strategy

The mistake: Applying for Startup SG Tech without clear IP ownership or protection plan.

The problem: Startup SG Tech specifically requires proprietary technology with IP protection strategy.

How to avoid:

  • Document your IP position (patents filed, trade secrets, proprietary datasets)
  • Have clear plan for protecting algorithms and models
  • If using open-source foundations, clarify your proprietary contributions

Pitfall 3: Confusing AI Implementation with R&D

The mistake: Claiming EIS tax benefits for standard AI tool deployment.

The problem: IRAS may reject or claw back deductions. R&D requires genuine technical uncertainty.

How to avoid:

  • Ask: “Is the technical approach unknown or uncertain?”
  • Deploying ChatGPT API ≠ R&D
  • Training custom models with novel architecture = R&D
  • Document what makes your work genuinely uncertain

Pitfall 4: Unrealistic Milestones for Startup SG Tech

The mistake: Setting vague or unverifiable milestones.

The problem: Funding is milestone-based. Vague milestones (“improve model accuracy”) cause disbursement delays.

How to avoid:

  • Set specific, measurable milestones: “Achieve 90% accuracy on benchmark dataset X”
  • Include clear technical deliverables
  • Align milestones with project phases (PoC → PoV → commercialization)

Pitfall 5: Double-Claiming Expenses

The mistake: Claiming the same AI expense under multiple schemes.

The problem: You cannot claim the same dollar twice.

How to avoid:

  • Track which expenses are covered by which scheme
  • If EDG covers 50% of compute costs, EIS can only apply to remaining 50%
  • Declare all other grant support when applying

Startup Guides

AI and Innovation Guides

Application Guides

Glossary (Quick Definitions)

  • PoC (Proof-of-Concept): Early-stage validation demonstrating technical feasibility
  • PoV (Proof-of-Value): Market validation demonstrating commercial viability
  • AIAP: AI Apprenticeship Programme by AI Singapore (9-month training)
  • 100E: AI Singapore’s 100 Experiments programme for industry AI projects
  • BGP: Business Grants Portal (where applications/claims are submitted)
  • LOO: Letter of Offer (formal grant approval document)
  • IP: Intellectual Property (patents, trade secrets, proprietary technology)

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