AI Agent Blueprint Workshop

Your team says "build an AI agent." We help you define exactly what that means - architecture, integrations, evals, cost model - before a single line of code.

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Top 100 fastest growth 2026
AI from 2022
50+ successful AI-powered Projects from 2022 till now
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19 founders are included
in the Forbes 30 under 30
Y Combinator
6 Y Combinator alumni are among our clients
S&P 500
We have clients from Fortune 500 and S&P 500

Since 2013, we delivered

over 300 projects for 23 markets

This workshop is for you if your team is saying any of these things

— We want AI to work like an SDR - find leads, write follow-ups, qualify replies
— We need an AI copilot for our sales team or operators
— We want to automate a manual workflow - but we're not sure where to start
— We've been told we need a multi-agent pipeline. We don't fully understand what that means
— We want to build an AI agent but don't know what's in scope for Phase 1
— We had a discovery call with vendors and everyone gave us different answers

What happens

A structured working session with your team and Empat's AI Architect, Tech Lead, and PM.

1
We map the job your agent needs to do

We challenge every "AI should do X automatically" assumption. Together we define where autonomous logic creates value, and where a human must stay in the loop. This is where most agent projects go wrong - we fix that on day one.

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2
We draw the topology

Single-agent or multi-agent? Which tools, APIs, and context does the agent need? What can it do on its own, and what should it only prepare as a draft? You walk away with a visual architecture diagram your engineering team can build from.

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3
We scope Phase 1 for delivery

We model token spend and latency, write an eval rubric for output quality, make a build-vs-buy recommendation, and define a production-safe Phase 1 scope. The kind of document you can hand to any delivery team and start building.

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What you walk away with

Not slides. Not "next steps." Real artefacts your team can act on immediately.

1

Agent Topology Diagram

Visual map of your agent architecture: nodes, tools, memory, decision flows
2

Integration Inventory

Prioritised list of APIs and data sources with a clear Phase 1 flag
3

Prompt / System-Message Strategy

Draft system prompts, persona guidelines, context injection patterns
4

Eval Rubric

Scored criteria for output quality, ready to wire into CI or manual review
5

Cost / Latency Estimate

Token spend model per workflow run and latency targets per agent step
6

Build-vs-Buy Recommendation

Honest framework comparison: LangChain, custom orchestration, or vendor wrapper
7

Phase 1 Scope Document

A production-safe scope you can hand to any delivery team to start building
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BigSister AI — web platform interface

BigSister AI

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This is a system designed for tracking and analyzing the performance of sales departments. It's like having a sales superhero that analyzes data in real-time, predicts stuff, and lets you customize reports.

ShredSpots — social platform interface

ShredSpots

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ShredSpots is not just an app, it was created from a dream to spread the comfortable skating experience among those who practice skating sports. ShredSpots is now a community with 200k+ skaters and 100k+ skating spots.

obimy — mobile app interface

obimy

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Obimy, is a mobile application that brings together loved ones who are at a distance from each other. This app has more than 10M downloads on iOS and Android.

HealUa — web platform interface

HealUa

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The HealUA app facilitates Ukrainian doctors in seeking expert assistance from colleagues worldwide.

VitalAI — healthcare app interface

VitalAI

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We built an AI-driven remote monitoring system that helps hospitals and care teams track patients after discharge using wearable data and predictive alerts. As a result, patients stay engaged, risks are identified early, and readmissions are reduced.

Enjoy being ahead of the curve

Check out reviews and press mentions. Short and sweet, find out what we do that customers love us.

Empat team is trustworthy, brilliant, honest, attentive, and highly professional. They communicate via virtual meetings, emails, and messages.

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Varvara
Product Manager
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Empat team is trustworthy, brilliant, honest, attentive, and highly professional. They communicate via virtual meetings, emails, and messages.

5
.0 rating

The team provides timely updates and is constantly available to help or resolve any concerns. Although the app is in development, the client is impressed with Empat's professionalism and the personality they inject into their work.

Press mention
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Jonathan
Founder
Review on

The team provides timely updates and is constantly available to help or resolve any concerns. Although the app is in development, the client is impressed with Empat's professionalism and the personality they inject into their work.

5
.0 rating

Empat provided frequent updates and held collaborative conversations. The team was extremely communicative, responsive, and professional.

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Jenna
Founder
Review on

Empat provided frequent updates and held collaborative conversations. The team was extremely communicative, responsive, and professional.

5
.0 rating

Empat's design expertise ensures my personal brand is presented effectively, attracting a wider audience.

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Nat
CEO & Musician
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Empat's design expertise ensures my personal brand is presented effectively, attracting a wider audience.

5
.0 rating

Empat designed and developed my Shopify store that is visually appealing and user-friendly. This resulted in increased customer engagement, reduced bounce rates, and higher conversions.

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Namik
Chief Executive Officer
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Empat designed and developed my Shopify store that is visually appealing and user-friendly. This resulted in increased customer engagement, reduced bounce rates, and higher conversions.

5
.0 rating

Empat provided fast solutions and delivered all tasks on time. They also ensured excellent project management and professional communication were commendable.

Press mention
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Daniel
Community Manager
Review on

Empat provided fast solutions and delivered all tasks on time. They also ensured excellent project management and professional communication were commendable.

5
.0 rating

Thanks to Empat, the client witnessed a considerable increase in website traffic, search engine rankings, and user engagement. They also boosted dwell time and CTR and reduced bounce rates.

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Severin
CEO
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Thanks to Empat, the client witnessed a considerable increase in website traffic, search engine rankings, and user engagement. They also boosted dwell time and CTR and reduced bounce rates.

5
.0 rating

Empat’s work meets all expectations. The team is efficient, communicative, and serves as a great sounding board for new ideas.

Press mention
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Zhenya
Founder & CEO, Obimy
Review on

Empat’s work meets all expectations. The team is efficient, communicative, and serves as a great sounding board for new ideas.

5
.0 rating

The Empat team completed the project on time and with utmost quality. They worked thoroughly, going through each aspect of the project in detail to avoid any mistakes.

Press mention
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Lubov
Personal Assistant, AirDoc
Review on

The Empat team completed the project on time and with utmost quality. They worked thoroughly, going through each aspect of the project in detail to avoid any mistakes.

5
.0 rating

Thanks to Empat, the client has increased their app users by 80% and sales by 50% and tripled their revisits rate.

Press mention
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Yaroslav
CEO & Founder, Dental Care
Review on

Thanks to Empat, the client has increased their app users by 80% and sales by 50% and tripled their revisits rate.

5
.0 rating

The team instilled reliability and willingness to perform their task in the best possible way.

Press mention
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Natalia
CEO & Co-Founder, Caries Monster Fighters
Review on

The team instilled reliability and willingness to perform their task in the best possible way.

5
.0 rating

Since launching the product several months ago, the app has gained over 1,200 users who've consistently praised the app's efficiency and user-friendliness.

Press mention
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Abdullah
Founder & CEO, Powerfull
Review on

Since launching the product several months ago, the app has gained over 1,200 users who've consistently praised the app's efficiency and user-friendliness.

5
.0 rating

Empat together with the international organization Global Medical Knowledge Alliance launched the HealUA. Ukrainian doctors can receive professional advice from their colleagues from all over the world.

Press mention
Review on

Empat together with the international organization Global Medical Knowledge Alliance launched the HealUA. Ukrainian doctors can receive professional advice from their colleagues from all over the world.

.0 rating

Ukrainians have created a dental care app. How did the idea come up, and what can it do?

Press mention
Review on

Ukrainians have created a dental care app. How did the idea come up, and what can it do?

.0 rating

The team leads excellent project management, meets the timeline, and communicates well through a weekly call. Their integration with the client's team stands out.

Press mention
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Zhanna
Co-Founder & CEO, POSY
Review on

The team leads excellent project management, meets the timeline, and communicates well through a weekly call. Their integration with the client's team stands out.

5
.0 rating
The New York Times
Read article

Charity groups and even the military have seized on the desire of Ukrainians to voice their anger as a mechanism to raise funds.

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Charity groups and even the military have seized on the desire of Ukrainians to voice their anger as a mechanism to raise funds.

.0 rating

The MVP developed by Empat was well-received by the client's users, who found it engaging and user-friendly.

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Stuart
Executive, Monitree App
Review on

The MVP developed by Empat was well-received by the client's users, who found it engaging and user-friendly.

5
.0 rating
The Washington Post
Read article

The website RevengeFor, launched three weeks ago by a Kyiv native and IT worker, Nazar Gulyk, appeals to foreigners with historical grievances against Moscow who would like to support Ukrainians as their proxy.

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Review on

The website RevengeFor, launched three weeks ago by a Kyiv native and IT worker, Nazar Gulyk, appeals to foreigners with historical grievances against Moscow who would like to support Ukrainians as their proxy.

.0 rating

Empat delivered a high-quality app, as 92% of the total bugs were found before deployment. The team was great at problem-solving, so they addressed all the client’s concerns efficiently.

Press mention
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Anonymous
Product Manager, Marine Computing Company
Review on

Empat delivered a high-quality app, as 92% of the total bugs were found before deployment. The team was great at problem-solving, so they addressed all the client’s concerns efficiently.

5
.0 rating

The Ukrainian mobile application Obimy became the leader in the US App Store, ahead of Tinder, Pinterest and Netflix.

Press mention
Review on

The Ukrainian mobile application Obimy became the leader in the US App Store, ahead of Tinder, Pinterest and Netflix.

.0 rating

Thanks to Empat, the client successfully created new software from scratch. The team was highly reliable throughout the process, showing that they were ready for everything.

Press mention
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Valentyn
CEO & Co-Founder, Big Sister AI
Review on

Thanks to Empat, the client successfully created new software from scratch. The team was highly reliable throughout the process, showing that they were ready for everything.

5
.0 rating
Tages-Anzeiger
March 21, 2023
Read article

In mid-February Nazar Gulyk, CEO of Empat launched the Deruny recruiting platform together with the Winterthur IT start-up Circleup. The goal: is to bring Ukrainian developers together with Swiss companies.

Press mention
Review on

In mid-February Nazar Gulyk, CEO of Empat launched the Deruny recruiting platform together with the Winterthur IT start-up Circleup. The goal: is to bring Ukrainian developers together with Swiss companies.

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October 12, 2023
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Empat successfully delivered the client's application, and the customers that used their new software attracted 20% more employees. The digitization of the client's product helped them understand the needs of their customers.

Press mention
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Andrii
CEO, Kuka
Review on

Empat successfully delivered the client's application, and the customers that used their new software attracted 20% more employees. The digitization of the client's product helped them understand the needs of their customers.

5
.0 rating

Things teams ask before they apply

Honest answers to what comes up on every intake call.

Who is this workshop for?

For product and technical teams that want to build an AI agent or copilot but haven't yet defined what that means technically - what the agent does autonomously, what integrations are critical, and what a realistic Phase 1 looks like.

Do we need a technical team on our side?

It helps, but it's not required. We run the workshop with whoever understands the business workflow best. That could be a CTO, a Head of Product, a VP of Sales, or a combination. We bring the technical depth.

What's the difference between this and a discovery call?

A discovery call lasts 30–60 minutes and produces a rough scope. The workshop lasts 1.5–2 days and produces a full architecture diagram, integration plan, eval rubric, cost model, and Phase 1 scope document. It's a working session, not a sales conversation.

Can we run the workshop remotely?

Yes. We've run this format both on-site and over Zoom with async prep materials. The output is the same — same artefacts, same depth, same hand-off-ready scope document.

Does the workshop cost money, and is it counted toward the build?

The workshop fee is discussed during the intake call and depends on scope and team size. If you proceed to a PoC or MVP with Empat, the workshop investment is counted toward the engagement — you don't pay twice.

What happens after the workshop?

We present a Phase 1 scope document and, if it makes sense, a fixed-scope PoC proposal. You own all the artefacts regardless of whether you build with us — diagrams, prompts, eval rubric, scope. They're yours.

Book your workshop slot

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Delivery manager
"Walk in with five vendor opinions — walk out with one architecture, one Phase 1, and zero ambiguity about what your team is shipping."
Vladyslav Fedenko
AI Innovation Lead