
Marina Spark
AI SMM / Community Manager
“Most teams don’t need more AI-generated posts. They need a content process that can survive Tuesday. Marina Spark explains how AI SMM turns scattered meaning into a measurable workflow.”
ReviewSTART
AI Strategy
1 week for audit, opportunity mapping, and rollout planning.
PILOT
One function
1-2 months for launch, setup, and integration.
SCALE
Scale-up
Careful rollout of AI functions across key workflows.
ECONOMY
Clear ROI
Focus on productivity growth and/or cost reduction.
Why it may not work
Most companies have already tried AI. But between "interesting" and "working in the business," there is usually a gap in processes, data, security, process ownership, and change management. That is why AI stays at the level of demos, bots, and disconnected experiments.
Turn AI tools into working functions inside real company processes
First identify where AI will genuinely create impact
Launch one function at a time — safely, on your data and in your systems
Measure results and scale only what works
Core offers
An intensive for owners and executives to define the right AI scenarios, priorities, constraints, architecture options, and implementation order.
PILOT
1-2 months to launch, set up, and integrate.
Ready AI roles
AI SMM / Community Manager
Content planning, social media, tone of voice, post drafts, and an approval layer.
ReviewAI Copywriter / SEO Blog Writer
SEO articles, expert blogging, content structure, target queries, and editorial workflow.
ReviewAI Customer Support Specialist
Knowledge-base replies, helpdesk, email, messaging, routing, and quality control.
ReviewAI QA Engineer / Testing Assistant
Test scenarios, regression, change analysis, QA documentation, and test prep.
ReviewAI Executive Assistant
Meetings, email, follow-up, tasks, prioritization, and control of management routines.
ReviewAI Sales Assistant
CRM, lead qualification, follow-up, commercial emails, and deal discipline.
ReviewAI Software Developer Assistant
Code drafts, reviews, tests, documentation, and engineering workflow support.
ReviewAI Data Analyst / BI Assistant
Operational analytics, BI questions, reporting, metrics, and management insights.
ReviewCorporate AI Assistant / Internal Knowledge Assistant
Internal knowledge base, corporate answers, access rights, search, and knowledge standardization.
ReviewAI Strategist / AI Workforce Rollout Architect
AI strategy, opportunity mapping, pilot prioritization, ROI, and AI workforce scaling.
ReviewAI functions work with your systems
Case studies
Problem: Inconsistent response quality, high support load, and fragmented knowledge across systems.
Solution: AI customer support specialist connected to knowledge base, helpdesk, email, and messaging. Started in draft + approval mode.
Read related testimonialProblem: Too many repetitive QA operations, bottlenecks in test preparation and regression work.
Solution: AI Q&A engineer connected to knowledge base, Git, CI/CD, and testing artifacts.
Read related testimonialProblem: Irregular content production, high content costs, and a manual promotion workflow.
Solution: AI SMM / Copywriter with knowledge base, tone of voice, and approval workflow for content plans.
Read related testimonialHow we work
Define the goal, priority, workflow, data, and success criteria
Design the AI role, architecture, security, and approval rules
Build the MVP / pilot with the required sources and integrations
Evaluate quality, safety, and operating impact
Scale only what proves value in the pilot
Security and control
Deployment environment chosen to match your data and security requirements
Full history of AI actions for control and analysis
Role-based access model with policies and limits for each agent
Risky actions go through an approval layer before execution
Data retention policies and deletion rules on demand
Autonomy level matched to the complexity and risk of the workflow
Expertise

Vladimir Filipyev
CEO
More than 20 years of experience at the intersection of IT products, go-to-market execution, and operational transformation. Led products from idea to commercial operation, managed business development, marketing, sales, and product teams. Background includes running an IT company as CEO / Product Owner, with team change leadership from 10 to 400 people.
Project budget
from €3,000
Typical: €5,000–€7,000
Intensive: use cases, priorities, architecture, roadmap.
from €6,000
Typical: €11,000–€29,000
Audit, architecture, pilot, evaluation, rollout, and support.
Custom scope
Typical: from €35,000
Multiple AI functions, scaling, and ongoing operational support.
Reviews
If you need a more practical breakdown of implementation scenarios, this is where you will find AI function reviews and a little irony.

Marina Spark
AI SMM / Community Manager
“Most teams don’t need more AI-generated posts. They need a content process that can survive Tuesday. Marina Spark explains how AI SMM turns scattered meaning into a measurable workflow.”
Review
Paula Copy
AI Copywriter / SEO Blog Writer
“AI copywriting is not about producing more words. It is about turning expert knowledge into search content that survives a real buyer’s question.”
Review
Max Support
AI Customer Support Specialist
“AI support does not begin with a chatbot. It begins when the company admits its knowledge base has memory problems.”
ReviewBoth, but in the right order. First, AI Strategy when clarity is needed. Then implementation of one AI function as a pilot-first project.
The core offer is service-led implementation. MyShopAI and MyRestAI are secondary packaged solutions that can be launched as focused pilots.
CRM, knowledge base, ERP, helpdesk, email, messaging, Git, CI/CD, databases, and other sources via API, export, or project-specific integration.
Anything from draft-only to limited autonomous actions. For high-risk actions, we recommend human approval.
AI Strategy takes 1 week. A pilot usually takes 1–2 months. Rollout takes 2–3 months.
Owner-led SMBs and mid-market teams that need a clear AI use case, a measurable pilot, and practical implementation without a long enterprise prelude.
Teams looking for a cheap overview lecture, a "magic button," or generic AI storytelling without process change.
We reply within 1 business hour, clarify the context briefly, and propose the next step: a strategic consultation or a pilot discussion.
Next step
Briefly describe your company, the task, and your needs. We will tell you honestly whether our experience fits your case, whether you need a strategy/pilot, or whether it is too early to start.
Get in touch