Don’t know where to start with AI
There are plenty of possibilities, but no clear use case or business case.
I map your processes, identify useful AI applications, estimate their impact and build a roadmap.

I help businesses adopt AI and automate administrative processes, from auditing existing software to a working solution.
Process and software audits. Tool selection. A focused pilot. Integration into your business systems.
For business owners, CEOs and operations leaders
I help leaders find the causes of inefficiency, choose technology around business needs and turn investment in AI and automation into working solutions.
There are plenty of possibilities, but no clear use case or business case.
I map your processes, identify useful AI applications, estimate their impact and build a roadmap.
Teams still copy data by hand and repeat work across systems.
I review your existing software, uncover unused features and recommend changes to settings and integrations.
Approvals stall, work depends on key people and there are no clear rules for how tasks move forward.
I map how work happens, find bottlenecks and design a better operating model before choosing technology.
Vendors promote their own platforms, making it hard to compare the options for your business.
I compare technologies against your requirements, including architecture, cost and limitations, to support a sound choice.
Projects drag on, costs grow and repeated rework still leaves the business without a usable result.
I focus on a priority use case, test a prototype quickly and plan a phased rollout.
A pilot stays separate from day-to-day work, with low adoption and no clear measure of its impact.
I support implementation, connect people and technology, train the team and help evaluate outcomes.
A process change, configuring software you already own or a simple integration may solve the problem faster and at a lower cost. We compare options by expected impact, cost and constraints.
Four ways to work together, from process and software audits to a pilot and support through change.
Identify the causes of inefficient work and choose a starting point based on evidence.
When CRM, ERP/1C, electronic document management and other systems are in place, but employees still move data manually.
One specific use case, with clear requirements, quality criteria and metrics before and after.
Support for changing processes, coordinating delivery and helping the team adopt new ways of working.
A baseline before implementation.
Evidence for the next decision after the pilot.
Define the task, the people involved and the software they use.
Measure the time spent and define quality criteria.
Compare impact, complexity, cost and constraints.
Test one use case on real work.
Set up integrations, instructions and team workflows.
Compare before and after, then decide whether to scale.
Enterprise AI, document workflows,
integrations and employee learning.
Leading complex IT projects, developing technology products and working with enterprise clients.
Under management · approximate EUR equivalent
DreamDocs
iSpring integrations business
iSpring integrations
Managed in parallel
Akadev · digital and IT
Figures relate to different projects and periods
Euro figures are approximate and rounded, converted at the Bank of Russia exchange rate of 4 November 2026
Based on information provided by Ekaterina and her CV dated 8 December 2023. These figures describe specific projects and periods; the expected impact of a new implementation is assessed separately.
Take an incoming document: extract its data, run checks and prepare it for approval. The employee reviews the result and stays in control.
An illustration of the workflow. The audit defines the solution.

Ekaterina Novikova
I work across business, enterprise systems, software development and processes. My consulting approach draws on experience managing IT projects, developing Enterprise AI products and iSpring integrations, and running my own digital agency. I connect strategy with delivery: identifying where automation can have a practical impact, testing the idea and making the solution part of the team’s work.
From running an agency
to a personal animation studio.
A digital corporate sports service, from registration to a calendar and rankings.
↗Personal project · Animation studioA personal animation studio project: original films, characters and an independent digital platform.
↗Healthcare · Akadev projectA medical clinic website: design, development and promotion through Akadev.
↗Tell me where your team spends time on manual work
and which systems you already use.