Simple is not easy

How to deploy AI in your company in 9 steps: from strategy to ROI, accounting for risks and compliance

A step-by-step AI implementation plan focused on ROI, risks, data, platform and scaling solutions.

  • Building the AI transformation roadmap: what to consider
  • Step 1: Tie AI goals to P&L and corporate strategy
  • Break down P&L into drivers
  • Formulate hypotheses on AI impact

Overview

43% use KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. spent KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 203KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 39% KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Building the AI transformation roadmap: what to consider

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. :

AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.
AI Implementation in a Company: 9 Steps.Every solution has an owner and a monetary target backed by a calculation methodologyAI Implementation in a Company: 9 Steps.
AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.
Data-as-a-ProductAI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.
Security & Compliance by designPersonal data / critical information infrastructure requirements and the GenAI policy are built into the architecture and processesEliminating fines and reputational losses
AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.Better progress tracking and timely course correction

Step 1: Tie AI goals to P&L and corporate strategy

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

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Break down P&L into drivers

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. accounts for 200KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Formulate hypotheses on AI impact

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Translate hypotheses into money

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Record the baseline data and measurement method

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Tie the AI project to company strategy and KPIs

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Business context

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Step 2: Assess industry maturity and risks

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Run a quick industry benchmark

- . KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. grew KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 20% 2021 KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 43% 2024KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 66% KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. -. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 32% KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. (71%) and CV (69%). - . KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. employees KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 8,5% KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 0,8%KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 3,5%KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Assess the company's maturity

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4. 12+ KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Federal Law 152-FZ and Federal Law 187-FZKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Federal Law 242-FZKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Personnel KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. MLOps / LLMOps- KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 3: Build a portfolio of use cases

  1. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

  2. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

  3. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+ KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. "" KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+ KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

  4. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. KPIKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

  5. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

  6. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. High-High KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. High-Low KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Low-High KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Low-Low KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 4: Define data and integrations

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KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 4-8 weeks KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

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Step 5: Choose a technology platform

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. LLM / GenAI- KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. , KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. MLOps / LLMOps . - , , . - 12+ KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.ProsRisks
AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.
AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.
AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.AI Implementation in a Company: 9 Steps.

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Yandex Cloud(AI Studio / Foundation Models / DataSphere). KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Sber(GigaChat API / ML Space). KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. MTS Web Services/ MTS AI. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Cloud.ru ML SpaceKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 6: Assemble the team

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Roles and areas of responsibility

- 12+ KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. AI Product Owner KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Data ScientistKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. ML / LLM Engineer KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Data Engineer KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Platform Engineer KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Prompt Engineer KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Data Steward / Data Owner KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. AI Risk & Compliance KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. F&R: "" F&R-involved200 .

Hiring vs. reskilling vs. partners

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Risks and how to reduce them

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KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 771484KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. / /KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 7: Plan the financing

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

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Step 8: Manage risks

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3. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. /KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. /KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 9: Measure the result

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+ KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. Design12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

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KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. (F&R): KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. / (LLM-): KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. / ( ): KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. / (): KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Case: Developing an AI transformation roadmap in a trade and industrial company

. KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. What we didKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. ResultKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 2: Maturity and infrastructure assessment 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. ResultKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 3: Prioritizing use cases What we didKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. ConclusionKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 4: Financial models and scaling criteria 1KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. go / no-goKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 5: Architecture and platform 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. PlatformKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 7: Financing Stage-gate : KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support. 12+KT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

Step 9: Scaling and governance 4 monthsKT.Team helps enterprise teams with AI, implementation, 9, steps through discovery, architecture, implementation, integration and support.

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