AI CTO as a Service: GenAI, Multi-Agent & RAG Expert

45 min de lecture
Équipe AGGIL
CTO as a ServiceIntelligence ArtificielleGenAIMulti-AgentsRAGLangChainLlamaIndexTransformation DigitaleCIR/CIIMarketing DigitalSEASEOProgrammatique

Access C-suite level CTO expertise in generative AI, multi-agent systems and RAG - without the constraints of full-time recruitment. 48h start, 30-day Quick Wins, CIR/CII accreditation 2024-2026.

AI CTO as a Service: GenAI, Multi-Agent & RAG Expertise to Accelerate Your Transformation

The Executive Dilemma in 2025 Your company needs cutting-edge expertise in generative artificial intelligence to remain competitive. ChatGPT and basic AI tools are no longer enough: your competitors are deploying autonomous multi-agent systems, enterprise RAG architectures and intelligent workflows that truly transform their operations. But hiring a full-time AI CTO? 3-6 month recruitment delay, difficulty finding the right profiles in a tight market, and risk of mismatch. The solution? An AI CTO as a Service specialized in generative AI, available on-demand, operational immediately.

AI CTO as a Service: Strategic and Technical Expertise On-Demand

Our CTO as a Service provides access to C-suite level expertise in generative artificial intelligence, multi-agent systems, RAG (Retrieval-Augmented Generation), and AI digital transformation — without the constraints of permanent recruitment.

40-60%
Measurable productivity gains
48h
AI audit and Quick Wins identification
95%+
RAG system accuracy

What is an AI-Specialized CTO as a Service?

An AI CTO as a Service is a senior externalized technical director who:

  • Defines your AI strategy aligned with your business objectives and product roadmap
  • Leads your GenAI projects end-to-end: multi-agent systems, intelligent chatbots, RAG automation
  • Selects and optimizes your tech stack (LLMs, frameworks, cloud infrastructure)
  • Scales your technical teams by recruiting, training and leading your AI developers
  • Manages your tech ecosystem (vendors, offshore providers, technology partners)
  • Optimizes your R&D costs via CIR/CII schemes (Research & Innovation Tax Credits)

Unlike a traditional consultant who delivers a report then disappears, our CTO as a Service integrates into your organization and takes operational responsibility for your AI initiatives.

GenAI, Multi-Agent and RAG Expertise at the Core of Our Offering

Claude Agent SDK

GenAI & Agents

Autonomous agent development with Claude

LangChain & LangGraph

Multi-Agent Systems

Multi-agent workflow orchestration

LlamaIndex

RAG & Retrieval

Enterprise RAG architecture & embeddings

Elasticsearch

Data & Search

Cluster management, vectorization, optimization

Python ML

Machine Learning

Random Forest, Deep Learning, Reinforcement Learning

Node.js & Vue.js

Development

Full-stack applications and AI dashboards

AWS & Google Cloud

Cloud & Infra

Scalable and secure cloud infrastructure

Multi-Agent Systems: AI That Acts, Not Just Responds

Multi-agent systems represent the major evolution of 2025. Unlike basic chatbots, these AI agents:

  • Plan their actions to achieve complex objectives
  • Use tools (APIs, databases, web search) autonomously
  • Collaborate with each other to solve multi-step business problems
  • Continuously improve through reinforcement learning

Concrete use cases:

  • Customer support agent that analyzes context, consults technical documentation, and proposes personalized solutions
  • Sales prospecting agent that identifies qualified leads, enriches CRM data, and generates personalized emails
  • Compliance validation agent that automatically verifies regulatory compliance by cross-referencing contracts, laws and operations
Full-Time CTO
AI CTO as a Service
3-6 months recruitment
Immediate start (48h)
Variable by profile
Proven expertise (17+ years)
Long-term commitment
Modular according to needs
Individual
Ecosystem of 30+ experts
Progressive
Active knowledge transfer
Rarely
Yes (2024-2026)

Enterprise RAG Architecture: Transform Your Data into Competitive Advantage

RAG (Retrieval-Augmented Generation) allows your LLMs to leverage your proprietary data to generate accurate and contextualized responses, without hallucinations.

Our RAG expertise covers:

  • Intelligent vectorization of your documents (250+ employees, millions of pages)
  • Optimized Elasticsearch architecture with high-availability clusters
  • Custom embeddings for ultra-precise semantic search
  • Commercial proposal generation systems powered by your business knowledge
  • Multilingual conversational chatbots with contextual memory

Result: Your teams instantly access the company's collective knowledge via a conversational interface, with 95%+ accuracy.

Our Support Process: From Audit to Results in 90 Days

1

48h Express AI Audit

Process mapping, Quick Wins identification, data maturity assessment, personalized 90-day roadmap

2

30-day Quick Wins

First use case implementation, measurable proof of concept, team training, immediate ROI validation

3

3-6 month Scale & Industrialization

Production multi-agent deployment, existing systems integration, offshore/onshore scaling, continuous optimization

4

6-12 month Operational Excellence

Internal AI center of excellence, advanced automation, AI SaaS strategy, CIR/CII maximization

Phase 1: Express AI Audit (48 hours)

We quickly identify opportunities with high business impact and low technical complexity:

1. Critical process mapping: Where are you losing time and money?

2. Your data maturity audit: Quality, accessibility and automation potential

3. ROI vs Complexity prioritization: Impact matrix to target Quick Wins

4. 90-day roadmap: Concrete action plan with measurable KPIs

Deliverable: Strategic document with 3-5 prioritized and quantified AI projects.

Phase 2: Quick Wins (30 days)

We start with an immediate ROI proof of concept to demonstrate value and fund subsequent developments:

Top 5 Enterprise AI Quick Wins:

  • Customer support automation: Intelligent chatbot handling 70% of queries → 300% ROI
  • Intelligent lead scoring: AI that automatically qualifies your prospects → 320% ROI
  • Dynamic pricing optimization: Real-time adjustment based on demand → 250% ROI
  • Customer churn prediction: Early detection of departure risks → 400% ROI
  • Administrative automation: Invoice processing, document classification → 180% ROI

Result: First system in production with measurable impact within 30 days.

Phase 3: Scale & Industrialization (3-6 months)

We deploy multi-agent systems in production and integrate AI into your critical workflows:

  • Multi-agent architecture with LangChain/LangGraph orchestration
  • Existing systems integration (CRM, ERP, DSP, databases)
  • Team scaling: Recruitment of specialized AI profiles (onshore/offshore)
  • DevOps & MLOps: CI/CD for AI models, monitoring, A/B testing

Result: 40-60% measurable productivity gains on automated processes.

Phase 4: Operational Excellence (6-12 months)

We transform your organization into an AI leader in your sector:

  • Internal AI Center of Excellence: Methodologies, governance, continuous training
  • AI SaaS strategy: Monetization of your AI innovations (if relevant)
  • CIR/CII optimization: Maximization of research and innovation tax credits
  • Innovation roadmap: Technological watch and disruption anticipation

Result: Complete team autonomy on AI, anchored data-driven culture.

Sector Use Cases: AI Serving Your Business

AdTech & Digital Marketing

Challenge: Manual DSP campaign configuration, complex budget optimization, lack of predictability.

AI Solution:

  • Multi-agent system for automatic DSP configuration (DV360, The Trade Desk, Meta)
  • Predictive dashboard with real-time KPIs and dynamic budget optimization
  • ML audience segmentation (Random Forest) and GDPR-compliant persona generation
  • Intelligent Tag Manager capturing 6+ billion user interactions

Result: 50% more productivity, +30% campaign ROI, significant reduction in operational costs.

Digital Marketing: SEA, SEO, Programmatic & Influence

Challenge: Manual management of multiple acquisition channels, difficulty measuring cross-channel ROI, slow campaign activation.

AI Solution:

  • Data-driven persona creation: Automatic audience segmentation via machine learning and behavioral analysis
  • SEA/SEO optimization: AI agents analyzing keyword performance and generating bid and content recommendations
  • Intelligent media planning: Automatic media planning (display, video, social) based on performance history
  • Programmatic campaign activation: Automated DSP/SSP configuration with real-time budget optimization
  • Automated reporting and analysis: Consolidated multi-channel dashboards with advanced attribution and optimization recommendations

Result: 60% reduction in campaign setup time, +35% ROAS, complete visibility on cross-channel attribution.

B2B SaaS & Platforms

Challenge: Time-consuming customer support, slow onboarding, high churn.

AI Solution:

  • Multilingual RAG chatbot with comprehensive product knowledge (250+ employees vectorized)
  • Automated onboarding agent guiding new customers step by step
  • Churn prediction system with personalized retention campaigns
  • Automatic generation of contextualized commercial proposals

Result: Support response time -80%, NPS +25 points, churn -40%.

Finance & Professional Services

Challenge: Complex regulatory compliance, massive document analysis, manual processes.

AI Solution:

  • Compliance agent automatically verifying IFRS, GDPR compliance, etc.
  • RAG on technical and legal documentation (millions of indexed pages)
  • Automation of contractual data extraction and report generation
  • Internal chatbot assisting finance teams with complex questions

Result: Non-compliance risks -90%, analyst productivity +35%, audits accelerated by 60%.

Industry & Supply Chain

Challenge: Inaccurate demand forecasts, stock shortages, laborious supplier negotiations.

AI Solution:

  • Supply chain optimization agent anticipating stock shortages via predictive ML
  • Multi-agent system negotiating with suppliers and optimizing lead times/costs
  • Predictive dashboard with real-time supply recommendations
  • Automation of quality validation and production anomaly detection

Result: Stock shortages -70%, inventory costs -25%, delivery times -40%.

The AGGIL Advantage: Government Accreditation CIR/CII 2024-2026

Maximize your research and innovation tax credits AGGIL is accredited by the French government for CIR (Research Tax Credit) and CII (Innovation Tax Credit) for the years 2024, 2025 and 2026. This means that your AI R&D spending with AGGIL is eligible for tax refunds up to 30% of the invested amount (or even 60% in certain regions for CII).

How does it work?

  • CIR: Tax credit on your AI R&D expenses (development of new algorithms, innovative RAG architectures, multi-agent systems)
  • CII: Tax credit on your innovation projects (prototypes, pilots, new AI features)
  • Complete support: CIR/CII file preparation to maximize your tax refunds

Our projects are eligible for CIR/CII schemes, which significantly reduces your company's AI R&D investment.

Flexible Engagement Models: Tailored Support

Part-Time
Project Mission
Regular strategic presence
Defined project with deliverables
Flexible according to needs
Project duration (3-12 months)
Strategy + Leadership + Coaching
Proof of concept to production
1-3 days/week modular
According to project milestones
Continuous and progressive
Integrated into deployment

Option 1: Part-Time

Ideal for SMEs and mid-sized companies wanting regular presence of a senior CTO without full-time commitment.

Included:

  • Participation in strategic committees
  • Leadership of ongoing AI projects
  • Code and architecture review
  • Recruitment and team management
  • Technology watch and recommendations

Flexible terms: Modular commitment from 1 to 3 days per week according to your needs

Option 2: Project Mission

Ideal for a clearly defined AI project with precise scope and deliverables.

Examples:

  • Deployment of an enterprise RAG system (4-6 months)
  • Migration to multi-agent architecture (6-9 months)
  • Organization transformation towards agentic AI (9-12 months)

Commitment: Custom package according to scope and objectives

Option 3: AI Audit + Roadmap

Ideal to start quickly and get a clear vision before committing.

Deliverables in 2 weeks:

  • Technical audit of your AI and data maturity
  • Identification of 3-5 quantified Quick Wins
  • 12-month roadmap with ROI prioritization
  • Technical and organizational recommendations

Typical Timeline: Your AI Transformation in 12 Months

Month 1-2: Audit & Quick Win

Express AI audit, first use case selection, POC in production, team training

2 months

Month 3-6: Multi-Agent Scale

Multi-agent systems deployment, API integration, recruitment of 5-10 AI profiles, workflow optimization

4 months

Month 7-9: Industrialization

Enterprise RAG architecture, MLOps & monitoring, offshore scaling, AI governance

3 months

Month 10-12: Excellence

AI center of excellence, team autonomy, AI SaaS strategy, CIR/CII maximization

3 months

Key milestones:

  • Month 1: First AI agent in production
  • Month 3: 3-5 automated workflows with measurable impact
  • Month 6: Scalable multi-agent architecture + 5-10 person team
  • Month 9: Enterprise RAG system with 95%+ accuracy
  • Month 12: Autonomous organization, anchored AI culture, demonstrated ROI

Why Choose AGGIL for Your AI CTO as a Service?

1. Proven Technical Expertise Since 2008

  • 17+ years of experience in technical leadership and digital transformation
  • In-depth GenAI expertise: Claude Agent SDK, LangChain, LlamaIndex, RAG, MCP
  • Demonstrated track record: Multi-agent systems in production managing 250+ employees
  • Elasticsearch specialist: Cluster administration, vectorization, sub-100ms query optimization

2. Proven Scaling Experience

  • Scaling AI teams from 5 to 30 engineers in 18 months
  • Management of mixed onshore/offshore teams (150+ engineers led)
  • Leadership of European R&D projects at €4M+ (automotive, finance, defense)
  • Company transformation with 10x revenue growth over 5-8 years

3. Digital Marketing & Acquisition Expertise

  • Programmatic campaign management: Configuration and optimization of multi-channel DSPs (DV360, TTD, Meta)
  • Persona creation and media planning: Data-driven segmentation and intelligent media planning
  • Cross-channel optimization: SEA, SEO, display, video, influence with advanced attribution
  • Rapid campaign activation: Setup automation and continuous KPI optimization
  • Automated reporting and analysis: Consolidated dashboards and actionable recommendations

4. Tech Network & Ecosystem

  • Extended tech ecosystem in AI and digital transformation
  • Access to a pool of 30+ AI/ML experts mobilizable according to your needs
  • Technology partnerships with 20+ platforms (AWS, Google Cloud, Elasticsearch, DSPs)
  • Continuous technology watch on the latest GenAI innovations

5. Strategic Vision & Business Acumen

  • C-level experience (CTO, VP AI, COO) in groups of 250-6500 employees
  • Tech strategy × business objectives alignment systematic
  • P&L expertise: Operational optimization, margin maximization, measurable ROI
  • Understanding of fundraising, presales, C-suite challenges

6. Pragmatic Results-Oriented Approach

  • Quick Wins in 30 days to demonstrate value quickly
  • Focus on measurable ROI and business KPIs (not tech for tech's sake)
  • Proven Agile/DevOps methodologies on 100+ projects
  • No bullshit: We deliver results, not PowerPoint slides

7. CIR/CII Accreditation 2024-2026

  • Maximization of your tax credits research and innovation
  • Support in file preparation to optimize refunds
  • Optimization of your research and innovation tax credits

FAQ: AI CTO as a Service

What's the difference between a CTO as a Service and an AI consultant?

An AI consultant analyzes your situation and delivers recommendations. A CTO as a Service takes operational responsibility for your AI projects: pilots, recruits, manages, codes, deploys and optimizes.

How long does it take to see results?

We target a Quick Win in production within 30 days. Deep transformations (multi-agent systems, enterprise RAG) generally take 3-6 months to reach full maturity.

Does my current technical team need to be replaced?

Absolutely not. Our role is to train, supervise and upskill your existing teams. We only recruit complementary profiles if necessary.

What happens if I want to stop the collaboration?

Our commitments are flexible (monthly or quarterly depending on option). You can adjust or stop with one month's notice. All code and documentation belong to you.

Will AI replace my employees?

AI augments your employees' capabilities, it doesn't replace them. Our systems aim to eliminate repetitive and time-consuming tasks so your teams can focus on high-value activities.

How do you handle our data confidentiality?

We sign strict NDAs and apply security best practices (GDPR, ISO 27001). Your data is never shared with public LLMs without your explicit consent.

Can you work with our existing technical providers?

Yes, we're used to coordinating complex ecosystems of providers, agencies and technology partners. Our role is to orchestrate and align everyone.

What's the minimum company size for this service?

We primarily work with SMEs from 20 employees and mid-sized companies up to 2000+ employees. The key criterion isn't size but AI transformation ambition.

Client Testimonials (Anonymized)

""We were looking to automate our customer support without losing quality. In 6 months, our AI CTO as a Service deployed a RAG system that handles 75% of queries with an NPS higher than our human agents. ROI was achieved in 4 months.""
General Manager
B2B SaaS (80 employees)
""Recruiting a senior AI CTO would have taken us at least 6 months. With AGGIL, we started in 48h and got very high-level expertise that we could never have afforded internally.""
CEO
FinTech (120 employees)
""CIR/CII support was a game-changer. We maximized our tax credits on our AI projects, which allowed us to fund our next R&D developments.""
CFO
Management Platform (200 employees)

Ready to Transform Your Organization with AI?

Free AI Audit: Identify Your Quick Wins in 48h

Get a free analysis of your AI potential with identification of 3-5 concrete and quantified opportunities. No commitment.

Next Steps

1. Contact us via the contact form

2. Discovery call (30 min) to understand your challenges and ambitions

3. Free AI audit (if relevant) to identify your Quick Wins

4. Personalized proposal with roadmap and engagement terms

5. Quick start: We can begin within 48h

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AGGIL – Expert AI CTO as a Service since 2008 | CIR/CII Accreditation 2024-2026 | 17+ years GenAI, Multi-Agent & RAG experience